Data Comparison Visualization¶

This notebook compares datasets across all timesteps and identifies differences.

In [1]:
# Parameters (injected by papermill)
ref_file = ""
new_file = ""
variables = ["ffmc", "dmc", "dc", "isi", "bui", "fwi"]
shapefile_path = "../shp/ecos.shp"
qc_utils_path = ""  # Path to qc_utils.py directory
In [2]:
# Parameters
variables = ["ffmc", "dmc", "dc", "isi", "bui", "fwi"]
ref_file = "/import/beegfs/CMIP6/jdpaul3/boreal_fire_weather_data/original_dataset/cffdrs/MRI-ESM2-0/cffdrs_MRI-ESM2-0_2031.nc"
new_file = "/import/beegfs/CMIP6/jdpaul3/boreal_fire_weather_data/output_shpmask_hursmin_clip/cffdrs/MRI-ESM2-0/cffdrs_MRI-ESM2-0_2031.nc"
shapefile_path = "shp/ecos.shp"
qc_utils_path = "/import/home/jdpaul3/boreal_fire_weather/processing/qc"
In [3]:
import sys
import warnings

# Add qc_utils path to Python path
if qc_utils_path and qc_utils_path not in sys.path:
    sys.path.insert(0, qc_utils_path)

from qc_utils import (
    load_datasets_and_shapefile,
    run_comparison_analysis,
    display_summary_tables,
    plot_max_value_differences,
    plot_max_nan_differences,
    generate_qc_summary,
)

warnings.filterwarnings("ignore")

print(f"Reference file: {ref_file}")
print(f"New file: {new_file}")
print(f"Variables to compare: {variables}")
Reference file: /import/beegfs/CMIP6/jdpaul3/boreal_fire_weather_data/original_dataset/cffdrs/MRI-ESM2-0/cffdrs_MRI-ESM2-0_2031.nc
New file: /import/beegfs/CMIP6/jdpaul3/boreal_fire_weather_data/output_shpmask_hursmin_clip/cffdrs/MRI-ESM2-0/cffdrs_MRI-ESM2-0_2031.nc
Variables to compare: ['ffmc', 'dmc', 'dc', 'isi', 'bui', 'fwi']
In [4]:
ds_ref, ds_new, gdf, bounds = load_datasets_and_shapefile(
    ref_file, new_file, shapefile_path
)
Loading datasets...
Shapefile bounds: [-163.89285272   47.55902851  -55.58034561   69.00630609]
Dataset reference shape: FrozenMappingWarningOnValuesAccess({'time': 365, 'lat': 178, 'lon': 569})
Dataset new shape: FrozenMappingWarningOnValuesAccess({'time': 365, 'lat': 178, 'lon': 569})
Number of timesteps: 365

Timestep-by-Timestep Comparison¶

Comparing all timesteps to identify where differences occur.

In [5]:
comparison_results = run_comparison_analysis(ds_ref, ds_new, variables)
Comparing all timesteps...

Analyzing FFMC...
  Total timesteps: 365
  Timesteps with differences: 365
  Max absolute difference: 51.852226
  Max NaN changes: 131

Analyzing DMC...
  Total timesteps: 365
  Timesteps with differences: 328
  Max absolute difference: 0.308185
  Max NaN changes: 0

Analyzing DC...
  Total timesteps: 365
  Timesteps with differences: 346
  Max absolute difference: 0.000031
  Max NaN changes: 0

Analyzing ISI...
  Total timesteps: 365
  Timesteps with differences: 365
  Max absolute difference: 0.934124
  Max NaN changes: 131

Analyzing BUI...
  Total timesteps: 365
  Timesteps with differences: 328
  Max absolute difference: 0.345842
  Max NaN changes: 0

Analyzing FWI...
  Total timesteps: 365
  Timesteps with differences: 365
  Max absolute difference: 0.297061
  Max NaN changes: 131

Comparison complete!

Summary Statistics for Differing Timesteps¶

Tables showing summary statistics for each timestep where differences were detected.

In [6]:
display_summary_tables(comparison_results, variables)
================================================================================
FFMC - Timesteps with Differences
================================================================================
      Date  Mean (Ref)  Std (Ref)  Mean (New)  Std (New)  Max Abs Diff  Value Diffs  NaN Changes
2031-01-01   83.134003   7.941000   83.134003   7.941000      0.000000         1107            0
2031-01-02   81.737999  11.016000   81.737999  11.016000      0.000000         2269            0
2031-01-03   81.397003  11.324000   81.397003  11.324000      0.000000         2807            0
2031-01-04   81.258003  11.632000   81.258003  11.632000      0.000000         3219            0
2031-01-05   80.936996  12.545000   80.936996  12.545000      0.000000         3603            0
2031-01-06   80.800003  13.001000   80.800003  13.001000      0.000000         3901            0
2031-01-07   80.981003  12.697000   80.981003  12.697000      0.000000         4011            0
2031-01-08   81.410004  11.559000   81.410004  11.559000      0.000000         3849            0
2031-01-09   81.816002  10.575000   81.816002  10.575000      0.000000         3715            0
2031-01-10   81.575996  11.537000   81.575996  11.537000      0.000000         3646            0
2031-01-11   81.366997  12.232000   81.366997  12.232000      0.000000         3582            0
2031-01-12   81.240997  12.886000   81.240997  12.886000      0.000000         3640            0
2031-01-13   81.018997  13.460000   81.018997  13.460000      0.000000         3793            0
2031-01-14   81.249001  12.959000   81.249001  12.959000      0.000000         3738            0
2031-01-15   81.552002  12.226000   81.552002  12.226000      0.000000         3648            0
2031-01-16   81.666000  12.065000   81.666000  12.065000      0.000000         3458            0
2031-01-17   80.998001  14.243000   80.998001  14.243000      0.000000         4159            0
2031-01-18   80.983002  14.379000   80.983002  14.379000      0.000000         4507            0
2031-01-19   81.375999  13.305000   81.375999  13.305000      0.000000         4196            0
2031-01-20   81.984001  11.680000   81.984001  11.680000      0.000000         3990            0
2031-01-21   81.764999  12.759000   81.764999  12.759000      0.000000         4204            0
2031-01-22   81.723000  12.917000   81.723000  12.917000      0.000000         4252            0
2031-01-23   81.891998  12.574000   81.891998  12.574000      0.000000         4150            0
2031-01-24   82.060997  12.101000   82.060997  12.101000      0.000000         3829            0
2031-01-25   81.980003  12.441000   81.980003  12.441000      0.000000         3830            0
2031-01-26   82.077003  12.213000   82.077003  12.213000      0.000000         3747            0
2031-01-27   82.214996  11.848000   82.214996  11.848000      0.000000         3683            0
2031-01-28   82.233002  12.254000   82.233002  12.254000      0.000000         3523            0
2031-01-29   82.208000  12.674000   82.208000  12.674000      0.000000         3645            0
2031-01-30   82.792999  11.273000   82.792999  11.273000      0.000000         3357            0
2031-01-31   83.177002  10.334000   83.177002  10.334000      0.000000         3066            0
2031-02-01   83.584000   8.977000   83.584000   8.977000      0.000000         2780            0
2031-02-02   83.649002   8.858000   83.649002   8.858000      0.000000         2496            0
2031-02-03   83.730003   9.193000   83.730003   9.193000      0.000000         2292            0
2031-02-04   83.606003  10.070000   83.606003  10.070000      0.000000         2261            0
2031-02-05   83.275002  11.265000   83.275002  11.265000      0.000000         2510            0
2031-02-06   83.694000  10.051000   83.694000  10.051000      0.000000         2413            0
2031-02-07   84.036003   8.989000   84.036003   8.989000      0.000000         2156            0
2031-02-08   84.292000   8.201000   84.292000   8.201000      0.000000         1973            0
2031-02-09   84.196999   8.630000   84.196999   8.630000      0.000000         1864            0
2031-02-10   84.380997   8.124000   84.380997   8.124000      0.000000         1747            0
2031-02-11   84.313004   8.343000   84.313004   8.343000      0.000000         1970            0
2031-02-12   83.985001  10.181000   83.985001  10.181000      0.000000         2330            0
2031-02-13   84.165001  10.297000   84.165001  10.297000      0.000000         2250            0
2031-02-14   84.537003   9.328000   84.537003   9.328000      0.000000         2084            0
2031-02-15   84.778000   8.365000   84.778000   8.365000      0.000000         1962            0
2031-02-16   84.568001   8.885000   84.568001   8.885000      0.000000         2100            0
2031-02-17   84.978996   7.713000   84.978996   7.713000      0.000000         2058            0
2031-02-18   85.263000   6.689000   85.263000   6.689000      0.000000         1675            0
2031-02-19   85.503998   5.788000   85.503998   5.788000      0.000000         1444            0
2031-02-20   85.342003   6.861000   85.342003   6.861000      0.000000         1540            0
2031-02-21   84.675003   9.432000   84.675003   9.432000      0.000000         2057            0
2031-02-22   84.561996   9.550000   84.561996   9.550000      0.927000         2383            0
2031-02-23   84.600998   9.123000   84.600998   9.123000      4.668000         2380            0
2031-02-24   84.349998  10.214000   84.349998  10.213000      3.340000         2666            0
2031-02-25   83.933998  11.756000   83.933998  11.755000      3.529000         3239            0
2031-02-26   83.945000  12.259000   83.945000  12.258000      7.933000         3343            0
2031-02-27   84.386002  11.067000   84.385002  11.065000      9.174000         3191           11
2031-02-28   84.575996  10.729000   84.547997  10.751000     10.358000         2917          128
2031-03-01   85.112000   9.149000   85.086998   9.170000     10.333000         2595          128
2031-03-02   85.597000   7.639000   85.575996   7.658000      8.987000         2148          128
2031-03-03   85.958000   6.542000   85.939003   6.559000      6.692000         1875          128
2031-03-04   86.338997   5.504000   86.320999   5.527000      5.774000         1471          128
2031-03-05   86.594002   4.777000   86.577003   4.800000      4.868000         1253          128
2031-03-06   86.753998   4.350000   86.733002   4.388000      4.065000         1003          128
2031-03-07   86.502998   6.187000   86.476997   6.228000      3.553000         1117          128
2031-03-08   86.323997   7.325000   86.300003   7.358000      3.034000         1365          128
2031-03-09   86.129997   7.712000   86.108002   7.735000      2.606000         1465          128
2031-03-10   85.627998   9.406000   85.609001   9.417000      2.144000         1983          128
2031-03-11   85.180000  10.586000   85.163002  10.592000      1.646000         2418          128
2031-03-12   85.025002  10.859000   85.010002  10.862000      0.714000         2848          128
2031-03-13   85.387001   9.915000   85.372002   9.918000      0.430000         2689          128
2031-03-14   85.271004  10.798000   85.257004  10.799000      0.256000         2895          128
2031-03-15   85.411003  10.431000   85.397003  10.432000      0.221000         2675          128
2031-03-16   85.032997  11.845000   85.021004  11.843000      0.176000         3189          128
2031-03-17   84.779999  12.393000   84.746002  12.430000      0.146000         3150          128
2031-03-18   85.211998  11.280000   85.165001  11.354000      0.128000         2991          128
2031-03-19   85.649002  10.258000   85.583000  10.418000      0.118000         2775          128
2031-03-20   85.675003  10.359000   85.623001  10.460000      2.835000         2943          128
2031-03-21   85.421997  11.431000   85.382004  11.480000      0.897000         3214          128
2031-03-22   85.873001   9.891000   85.838997   9.931000      0.886000         2908          128
2031-03-23   85.856003   9.959000   85.792999  10.110000      0.943000         2744          128
2031-03-24   86.112999   9.276000   86.056000   9.413000      0.934000         2521          128
2031-03-25   86.269997   9.037000   86.212997   9.178000      0.531000         2311          128
2031-03-26   86.639000   8.554000   86.584000   8.692000      2.095000         2027          128
2031-03-27   86.372002   9.696000   86.324997   9.789000      8.472000         2291          128
2031-03-28   85.834999  11.750000   85.782997  11.849000      8.321000         2784          128
2031-03-29   85.462997  12.311000   85.419998  12.368000     19.908001         3470          128
2031-03-30   85.490997  12.272000   85.461998  12.260000     28.441000         3475          128
2031-03-31   85.522003  12.165000   85.496002  12.098000     43.268002         3432          128
2031-04-01   86.295998  10.182000   86.268997  10.152000     29.570999         3010          128
2031-04-02   87.251999   7.479000   87.232002   7.437000     26.981001         2208          128
2031-04-03   87.660004   6.396000   87.647003   6.355000     21.377001         1757          128
2031-04-04   87.570999   7.338000   87.558998   7.309000      8.263000         1823          128
2031-04-05   87.375999   8.641000   87.366997   8.623000      6.401000         1997          128
2031-04-06   87.344002   8.801000   87.334999   8.789000      5.048000         2036          128
2031-04-07   87.388000   8.795000   87.380997   8.784000      4.231000         2099          128
2031-04-08   87.680000   8.129000   87.654999   8.157000      3.502000         1813          128
2031-04-09   87.466003   8.208000   87.433998   8.252000      2.815000         1945          128
2031-04-10   87.281998   8.258000   87.239998   8.354000      1.862000         2137          128
2031-04-11   87.237999   8.898000   87.191002   9.020000      1.243000         2104          128
2031-04-12   87.109001  10.082000   87.068001  10.156000      1.141000         2493          128
2031-04-13   87.767998   8.251000   87.736000   8.303000      1.173000         2095          128
2031-04-14   88.084000   6.943000   88.060997   6.973000      7.412000         1684          128
2031-04-15   88.040001   7.591000   88.013000   7.639000     17.709000         1818          128
2031-04-16   87.114998  10.349000   87.088997  10.371000     23.604000         2669          128
2031-04-17   86.583000  12.688000   86.564003  12.692000      2.577000         3274          128
2031-04-18   87.137001  10.906000   87.116997  10.914000      9.478000         3091          128
2031-04-19   87.755997   8.833000   87.735001   8.846000     15.493000         2554          128
2031-04-20   88.005997   8.002000   87.987999   8.009000     10.495000         2287          128
2031-04-21   88.052002   8.393000   88.039001   8.388000     12.182000         2115          128
2031-04-22   87.954002   9.220000   87.943001   9.209000     15.037000         2103          128
2031-04-23   87.914001   9.353000   87.905998   9.331000     23.493999         2205          128
2031-04-24   87.861000   9.485000   87.851997   9.462000     19.627001         2266          128
2031-04-25   87.707001  10.170000   87.695000  10.154000     16.565001         2426          128
2031-04-26   87.313004  11.075000   87.279999  11.106000     17.681999         2920          128
2031-04-27   87.073997  11.881000   87.032997  11.948000     13.435000         3262          128
2031-04-28   87.731003   9.982000   87.697998  10.030000     13.201000         2882          128
2031-04-29   87.912003   9.818000   87.885002   9.839000     12.940000         2606          128
2031-04-30   87.778999  10.611000   87.760002  10.610000     14.779000         2587          128
2031-05-01   87.973000   9.521000   87.959000   9.521000      7.655000         2482          128
2031-05-02   88.169998   8.989000   88.157997   8.988000      5.173000         2510          128
2031-05-03   88.294998   9.178000   88.277000   9.189000      3.675000         2337          128
2031-05-04   88.092003  10.166000   88.069000  10.189000      2.679000         2643          128
2031-05-05   88.629997   8.617000   88.612000   8.630000      1.595000         2287          128
2031-05-06   89.022003   7.435000   89.005997   7.450000      0.917000         1765          128
2031-05-07   89.320999   6.631000   89.306000   6.644000      0.554000         1606          128
2031-05-08   89.065002   8.827000   89.046997   8.845000     15.668000         1858          128
2031-05-09   89.028000   9.063000   89.011002   9.077000      3.681000         2000          128
2031-05-10   88.751999   9.655000   88.738998   9.658000      1.104000         2496          128
2031-05-11   89.563004   7.301000   89.553001   7.305000      1.090000         1816          128
2031-05-12   89.759003   6.796000   89.728996   6.901000      1.036000         1552          128
2031-05-13   89.628998   6.846000   89.602997   6.905000      0.952000         1770          128
2031-05-14   89.606003   7.361000   89.586998   7.387000      4.814000         1640          128
2031-05-15   89.414001   8.039000   89.390999   8.076000      8.672000         2001          128
2031-05-16   88.918999  10.144000   88.883003  10.229000      6.314000         2302          128
2031-05-17   88.560997  10.809000   88.510002  10.907000     11.309000         2624          128
2031-05-18   88.738998   9.885000   88.693001   9.974000      2.035000         2809          128
2031-05-19   89.064003   9.233000   89.014999   9.334000      1.950000         2498          128
2031-05-20   89.487999   8.057000   89.452003   8.132000      1.278000         2015          128
2031-05-21   89.523003   8.539000   89.499001   8.570000      0.847000         1873          128
2031-05-22   89.378998   9.129000   89.362999   9.140000      0.339000         2007          128
2031-05-23   89.086998  10.414000   89.069000  10.425000      1.535000         2441          128
2031-05-24   89.112999  10.259000   89.083000  10.294000      0.562000         2516          128
2031-05-25   89.396004   8.841000   89.374001   8.859000      0.425000         2139          128
2031-05-26   89.026001  10.474000   88.986000  10.538000      3.165000         2639          128
2031-05-27   89.153000  10.713000   89.080002  10.914000      4.377000         2668          128
2031-05-28   88.907997  11.449000   88.829002  11.659000      6.138000         2925          128
2031-05-29   88.745003  12.230000   88.667000  12.422000      8.380000         2997          128
2031-05-30   89.372002  10.872000   89.307999  11.023000      7.589000         2479          128
2031-05-31   90.153999   8.562000   90.117996   8.622000      7.382000         2045          128
2031-06-01   90.398003   7.182000   90.385002   7.186000     17.832001         2027          128
2031-06-02   90.193001   7.954000   90.190002   7.943000     35.786999         1970          128
2031-06-03   90.063004   8.707000   90.057999   8.696000     50.250000         2017          128
2031-06-04   89.992996   9.210000   89.988998   9.198000     51.852001         2157          128
2031-06-05   90.053001   9.012000   90.047997   9.008000      5.140000         2244          128
2031-06-06   90.472000   7.797000   90.463997   7.797000     10.591000         1873          128
2031-06-07   90.511002   7.648000   90.500000   7.651000      8.397000         1815          128
2031-06-08   89.901001   9.315000   89.888000   9.322000      8.226000         2572          128
2031-06-09   89.656998  10.725000   89.625999  10.797000      7.438000         2983          128
2031-06-10   90.108002  10.062000   90.082001  10.112000      9.056000         2483          128
2031-06-11   90.316002   9.580000   90.278000   9.635000     14.276000         2255          128
2031-06-12   90.449997   9.288000   90.432999   9.295000     11.776000         2170          128
2031-06-13   90.535004   9.454000   90.518997   9.467000      9.703000         2190          128
2031-06-14   90.847000   8.357000   90.821999   8.416000      8.803000         1862          128
2031-06-15   91.148003   7.247000   91.130997   7.267000      8.220000         1620          128
2031-06-16   91.212997   6.976000   91.200996   6.983000      6.160000         1724          128
2031-06-17   90.877998   8.431000   90.870003   8.429000      2.024000         2176          128
2031-06-18   90.990997   8.443000   90.976997   8.449000      1.455000         1992          128
2031-06-19   91.067001   7.934000   91.039001   7.985000      0.533000         1856          128
2031-06-20   91.115997   7.914000   91.092003   7.941000      0.402000         1916          128
2031-06-21   91.637001   6.394000   91.615997   6.422000      0.212000         1358          128
2031-06-22   91.624001   7.088000   91.608002   7.104000      0.048000         1540          128
2031-06-23   91.382004   8.263000   91.369003   8.268000      0.024000         1904          128
2031-06-24   91.688004   6.990000   91.679001   6.991000      0.012000         1541          128
2031-06-25   91.522003   7.556000   91.514999   7.554000      0.007000         1995          128
2031-06-26   91.635002   7.079000   91.612999   7.119000      0.004000         1735          128
2031-06-27   92.129997   5.979000   92.116997   5.989000      0.002000         1320          128
2031-06-28   92.068001   6.174000   92.047997   6.204000      0.001000         1543          128
2031-06-29   91.418999   8.475000   91.410004   8.474000      0.001000         2319          128
2031-06-30   91.133003  10.105000   91.128998  10.099000      0.000000         2586          128
2031-07-01   91.498001   9.215000   91.494003   9.210000      0.000000         2161          131
2031-07-02   91.526001   9.058000   91.522003   9.054000      0.000000         2028          131
2031-07-03   91.484001   8.577000   91.473000   8.580000      0.000000         2226          131
2031-07-04   91.308998   9.416000   91.292999   9.423000      0.000000         2614          131
2031-07-05   91.585999   8.690000   91.563004   8.714000      0.000000         2147          131
2031-07-06   91.546997   9.229000   91.535004   9.232000      0.000000         2151          131
2031-07-07   91.306000  10.890000   91.297997  10.890000      1.185000         2594          131
2031-07-08   91.177002  11.313000   91.169998  11.314000      4.200000         2800          131
2031-07-09   91.559998   9.947000   91.539001   9.972000      0.564000         2483          131
2031-07-10   91.886002   8.512000   91.837997   8.619000      0.000000         2143          131
2031-07-11   91.671997   9.073000   91.629997   9.154000      0.000000         2535          131
2031-07-12   91.444000  10.113000   91.385002  10.256000      0.000000         2755          131
2031-07-13   91.887001   9.223000   91.815002   9.441000      6.784000         2198          131
2031-07-14   91.500000  10.288000   91.464996  10.336000      0.000000         2858          131
2031-07-15   91.916000   9.142000   91.902000   9.147000      0.000000         2483          131
2031-07-16   92.091003   8.930000   92.070999   8.948000      0.000000         2468          131
2031-07-17   91.497002  10.569000   91.459000  10.619000      0.000000         2891          131
2031-07-18   91.547997  10.135000   91.504997  10.211000      0.000000         2919          131
2031-07-19   91.569000  10.322000   91.540001  10.365000      0.000000         2925          131
2031-07-20   91.995003   9.441000   91.971001   9.473000      0.000000         2367          131
2031-07-21   91.946999   9.726000   91.932999   9.731000      0.000000         2474          131
2031-07-22   91.815002  10.001000   91.796997  10.012000      0.000000         2651          131
2031-07-23   92.022003   9.563000   91.975998   9.655000      0.000000         2444          131
2031-07-24   92.202003   9.111000   92.165001   9.169000      0.000000         2418          131
2031-07-25   91.998001  10.492000   91.971001  10.523000      0.000000         2873          131
2031-07-26   92.031998  10.719000   92.008003  10.744000      0.000000         2779          131
2031-07-27   92.066002  10.690000   92.029999  10.749000      0.000000         2812          131
2031-07-28   92.533997   9.394000   92.481003   9.503000      0.000000         2177          131
2031-07-29   92.570999   9.228000   92.510002   9.383000      0.000000         2155          131
2031-07-30   92.293999  10.099000   92.253998  10.158000      0.000000         2598          131
2031-07-31   92.397003  10.104000   92.377998  10.113000      0.000000         2608          131
2031-08-01   93.103996   8.157000   93.080002   8.189000      0.000000         1861          131
2031-08-02   93.299004   8.375000   93.280998   8.386000      0.000000         1662          131
2031-08-03   93.375000   7.978000   93.357002   7.991000      0.000000         1768          131
2031-08-04   93.468002   7.670000   93.438004   7.724000      0.000000         1636          131
2031-08-05   93.014000   9.192000   92.970001   9.272000      0.000000         2374          131
2031-08-06   92.708000  10.045000   92.678001  10.073000      0.000000         2688          131
2031-08-07   92.471001  10.929000   92.445000  10.955000      0.000000         2749          131
2031-08-08   92.815002   9.715000   92.783997   9.752000      0.000000         2477          131
2031-08-09   92.931999   9.730000   92.903999   9.760000      0.000000         2453          131
2031-08-10   93.127998   9.619000   93.098999   9.653000      0.000000         2356          131
2031-08-11   93.839996   7.795000   93.822998   7.805000      0.000000         1596          131
2031-08-12   94.306000   6.338000   94.292999   6.345000      0.000000         1166          131
2031-08-13   94.141998   7.174000   94.132004   7.177000      0.000000         1425          131
2031-08-14   93.970001   7.982000   93.959000   7.989000      0.000000         1559          131
2031-08-15   93.544998   9.161000   93.504997   9.232000      0.000000         2032          131
2031-08-16   93.099998  10.433000   93.058998  10.509000      0.000000         2500          131
2031-08-17   93.139999  10.244000   93.111000  10.278000      0.000000         2499          131
2031-08-18   93.473000   9.390000   93.453003   9.404000      0.000000         2317          131
2031-08-19   93.907997   8.395000   93.893997   8.400000      0.000000         2047          131
2031-08-20   93.986000   7.989000   93.974998   7.991000      0.000000         1819          131
2031-08-21   94.320000   7.240000   94.308998   7.243000      0.000000         1348          131
2031-08-22   93.759003   9.806000   93.748001   9.808000      0.000000         2103          131
2031-08-23   93.389000  10.850000   93.376999  10.851000      0.000000         2302          131
2031-08-24   93.498001  10.217000   93.473000  10.251000      0.000000         2273          131
2031-08-25   93.962997   9.102000   93.936996   9.143000      0.000000         1823          131
2031-08-26   93.398003  10.734000   93.357002  10.792000      0.000000         2666          131
2031-08-27   93.638000  10.318000   93.582001  10.455000      0.000000         2317          131
2031-08-28   93.583000  10.320000   93.537003  10.397000      0.000000         2466          131
2031-08-29   93.814003  10.074000   93.788002  10.096000      0.000000         2204          131
2031-08-30   93.695000  10.355000   93.676003  10.363000      0.000000         2424          131
2031-08-31   93.591003  10.727000   93.573997  10.733000      0.000000         2423          131
2031-09-01   93.846001  10.715000   93.824997  10.733000      0.000000         2429          131
2031-09-02   93.617996  10.923000   93.577003  10.987000      0.000000         2809          131
2031-09-03   94.280998   9.165000   94.252998   9.194000      0.000000         2106          131
2031-09-04   95.028999   7.628000   95.011002   7.642000      0.000000         1431          131
2031-09-05   94.752998   8.792000   94.737000   8.798000      0.000000         1796          131
2031-09-06   94.271004  10.961000   94.224998  11.042000      0.000000         2386          131
2031-09-07   94.503998   9.972000   94.461998  10.050000      0.000000         2192          131
2031-09-08   94.728996   9.482000   94.675003   9.644000      0.000000         1906          131
2031-09-09   94.364998  10.391000   94.304001  10.581000      0.000000         2410          131
2031-09-10   94.106003  11.118000   94.066002  11.186000      0.000000         2545          131
2031-09-11   93.957001  11.935000   93.926003  11.970000      0.000000         2577          131
2031-09-12   93.675003  12.657000   93.646004  12.677000      0.000000         2852          131
2031-09-13   93.497002  12.820000   93.455002  12.869000      0.000000         2938          131
2031-09-14   93.724998  12.182000   93.685997  12.225000      0.000000         3090          131
2031-09-15   94.127998  11.759000   94.100998  11.779000      0.000000         2826          131
2031-09-16   94.634003  10.817000   94.614998  10.824000      0.000000         2142          131
2031-09-17   94.858002  10.040000   94.843002  10.043000      0.000000         2077          131
2031-09-18   94.612999  11.272000   94.598999  11.272000      0.000000         2129          131
2031-09-19   94.328003  11.821000   94.292000  11.861000      0.000000         2487          131
2031-09-20   94.203003  12.666000   94.126999  12.844000      0.000000         2707          131
2031-09-21   94.591003  11.633000   94.509003  11.860000      0.000000         2348          131
2031-09-22   94.617996  11.477000   94.558998  11.592000      0.000000         2362          131
2031-09-23   94.742996  10.861000   94.703003  10.914000      0.000000         2550          131
2031-09-24   94.716003  11.031000   94.683998  11.061000      0.000000         2356          131
2031-09-25   94.596001  12.274000   94.561996  12.306000      0.000000         2477          131
2031-09-26   94.010002  13.837000   93.975998  13.864000      0.000000         3050          131
2031-09-27   93.512001  14.913000   93.483002  14.927000      0.000000         3609          131
2031-09-28   93.260002  15.642000   93.237000  15.647000      0.000000         4225          131
2031-09-29   93.855003  14.244000   93.835999  14.245000      0.000000         3688          131
2031-09-30   94.112000  13.536000   94.094002  13.536000      0.000000         3189          131
2031-10-01   93.778000  14.419000   93.760002  14.420000      0.000000         3578          131
2031-10-02   93.650002  14.923000   93.634003  14.922000      0.000000         3767          131
2031-10-03   93.939003  14.114000   93.922997  14.115000      0.000000         3341          131
2031-10-04   93.630997  15.296000   93.595001  15.334000      0.000000         3647          131
2031-10-05   93.982002  14.078000   93.924004  14.161000      0.000000         3502          131
2031-10-06   94.532997  12.928000   94.486000  12.989000      0.000000         2987          131
2031-10-07   95.138000  11.206000   95.087997  11.288000      0.000000         2319          131
2031-10-08   94.825996  12.897000   94.785004  12.942000      0.000000         2480          131
2031-10-09   94.205002  14.718000   94.147003  14.812000      0.000000         3118          131
2031-10-10   94.648003  13.293000   94.598999  13.362000      0.000000         3016          131
2031-10-11   94.442001  13.929000   94.399002  13.972000      0.000000         3338          131
2031-10-12   94.358002  14.231000   94.320000  14.262000      0.000000         3428          131
2031-10-13   94.788002  13.541000   94.745003  13.595000      0.000000         2938          131
2031-10-14   94.847000  13.836000   94.806000  13.885000      0.000000         3005          131
2031-10-15   94.650002  15.086000   94.615997  15.111000      0.000000         3319          131
2031-10-16   94.934998  13.986000   94.897003  14.026000      0.000000         2972          131
2031-10-17   95.289001  12.895000   95.257004  12.921000      0.000000         2651          131
2031-10-18   95.095001  13.088000   95.060997  13.120000      0.000000         2746          131
2031-10-19   94.525002  14.711000   94.475998  14.777000      0.000000         3440          131
2031-10-20   94.184998  16.002001   94.144997  16.039000      0.000000         3887          131
2031-10-21   94.112000  16.193001   94.078003  16.215000      0.000000         3789          131
2031-10-22   94.542999  15.361000   94.513000  15.376000      0.000000         3592          131
2031-10-23   94.468002  15.917000   94.442001  15.924000      0.000000         3557          131
2031-10-24   94.363998  16.117001   94.341003  16.120001      0.000000         3909          131
2031-10-25   94.198997  16.605000   94.171997  16.611000      0.000000         4143          131
2031-10-26   94.000000  17.471001   93.973000  17.476999      0.000000         4231          131
2031-10-27   93.502998  18.693001   93.458000  18.737000      0.000000         4819          131
2031-10-28   93.741997  18.503000   93.700996  18.535999      0.000000         4777          131
2031-10-29   93.585999  19.316999   93.553001  19.332001      0.000000         4877          131
2031-10-30   93.747002  19.132000   93.718002  19.139999      0.000000         4765          131
2031-10-31   94.529999  17.093000   94.502998  17.100000      0.000000         4206          131
2031-11-01   95.015999  15.520000   94.983002  15.541000      0.000000         3703          131
2031-11-02   95.320999  14.577000   95.285004  14.612000      0.000000         3318          131
2031-11-03   95.238998  14.872000   95.200996  14.909000      0.000000         3264          131
2031-11-04   95.292999  14.990000   95.233002  15.073000      0.000000         3245          131
2031-11-05   94.824997  16.848000   94.753998  16.954000      0.000000         3543          131
2031-11-06   94.711998  17.451000   94.642998  17.542999      0.000000         3723          131
2031-11-07   95.195000  16.197001   95.137001  16.268000      0.000000         3439          131
2031-11-08   95.578003  15.050000   95.524002  15.114000      0.000000         3137          131
2031-11-09   95.627998  14.953000   95.577003  15.010000      0.000000         3156          131
2031-11-10   95.600998  15.175000   95.554001  15.224000      0.000000         3257          131
2031-11-11   96.121002  13.726000   96.077003  13.771000      0.000000         3151          131
2031-11-12   95.924004  14.693000   95.876999  14.745000      0.000000         3089          131
2031-11-13   95.254997  16.799000   95.212997  16.832001      0.000000         3533          131
2031-11-14   94.594002  18.576000   94.545998  18.618000      0.000000         3910          131
2031-11-15   94.699997  18.052999   94.656998  18.086000      0.000000         3979          131
2031-11-16   95.143997  16.825001   95.099998  16.858000      0.000000         3838          131
2031-11-17   95.264999  16.594999   95.209000  16.669001      0.000000         3707          131
2031-11-18   95.458000  16.093000   95.403000  16.167999      0.000000         3415          131
2031-11-19   95.630997  15.400000   95.574997  15.475000      0.000000         3137          131
2031-11-20   95.633003  15.041000   95.569000  15.148000      0.000000         3160          131
2031-11-21   95.543999  15.649000   95.487000  15.726000      0.000000         3416          131
2031-11-22   95.843002  14.997000   95.793999  15.051000      0.000000         3197          131
2031-11-23   96.212997  13.874000   96.171997  13.915000      0.000000         2646          131
2031-11-24   96.353996  13.511000   96.318001  13.540000      0.000000         2375          131
2031-11-25   96.518997  12.880000   96.482002  12.913000      0.000000         2145          131
2031-11-26   96.719002  12.121000   96.679001  12.167000      0.000000         2100          131
2031-11-27   96.710999  12.099000   96.668999  12.149000      0.000000         1959          131
2031-11-28   96.262001  13.939000   96.219002  13.984000      0.000000         2207          131
2031-11-29   95.252998  16.936001   95.209999  16.971001      0.000000         3253          131
2031-11-30   94.837997  18.023001   94.797997  18.049000      0.000000         3570          131
2031-12-01   95.208000  16.898001   95.162003  16.940001      0.000000         3609          131
2031-12-02   95.481003  15.924000   95.434998  15.972000      0.000000         3382          131
2031-12-03   94.949997  17.327000   94.908997  17.357000      0.000000         3956          131
2031-12-04   94.598999  18.042999   94.560997  18.065001      0.000000         4638          131
2031-12-05   94.867996  17.320999   94.833000  17.339001      0.000000         4243          131
2031-12-06   95.242996  16.153999   95.207001  16.177000      0.000000         3854          131
2031-12-07   95.459999  15.505000   95.425003  15.527000      0.000000         3681          131
2031-12-08   95.789001  14.769000   95.755997  14.789000      0.000000         3346          131
2031-12-09   94.976997  16.978001   94.945999  16.989000      0.000000         3728          131
2031-12-10   94.908997  17.202999   94.879997  17.211000      0.000000         3818          131
2031-12-11   95.027000  17.014999   94.999001  17.023001      0.000000         3534          131
2031-12-12   94.795998  17.527000   94.769997  17.531000      0.000000         3911          131
2031-12-13   95.007004  16.764999   94.981003  16.770000      0.000000         3808          131
2031-12-14   95.214996  16.200001   95.190002  16.205999      0.000000         3591          131
2031-12-15   95.357002  15.910000   95.332001  15.915000      0.000000         3454          131
2031-12-16   94.822998  17.521999   94.794998  17.528000      0.000000         3785          131
2031-12-17   94.110001  19.204000   94.057999  19.259001      0.000000         4277          131
2031-12-18   94.158997  19.218000   94.113998  19.254999      0.000000         4380          131
2031-12-19   93.987000  19.440001   93.946999  19.465000      0.000000         4510          131
2031-12-20   94.364998  18.301001   94.322998  18.329000      0.000000         4333          131
2031-12-21   94.544998  17.809999   94.492996  17.858000      0.000000         4221          131
2031-12-22   94.664001  17.455000   94.612999  17.502001      0.000000         4155          131
2031-12-23   94.829002  17.114000   94.774002  17.172001      0.000000         4055          131
2031-12-24   94.891998  17.270000   94.842003  17.315001      0.000000         3810          131
2031-12-25   94.882004  17.368999   94.816002  17.457001      0.000000         3559          131
2031-12-26   95.052002  16.851999   94.994003  16.922001      0.000000         3386          131
2031-12-27   95.016998  17.358000   94.960999  17.422001      0.000000         3338          131
2031-12-28   94.962997  17.327999   94.910004  17.381001      0.000000         3400          131
2031-12-29   94.792000  17.476999   94.733002  17.549000      0.000000         3484          131
2031-12-30   94.919998  17.240999   94.865997  17.299999      0.000000         3494          131
2031-12-31   95.126999  16.730000   95.071999  16.796000      0.000000         3449          131

================================================================================
DMC - Timesteps with Differences
================================================================================
      Date  Mean (Ref)  Std (Ref)  Mean (New)  Std (New)  Max Abs Diff  Value Diffs  NaN Changes
2031-01-01    5.188000   1.225000    5.188000   1.225000         0.000          140            0
2031-01-02    4.316000   1.614000    4.316000   1.614000         0.000          140            0
2031-01-03    3.869000   1.660000    3.869000   1.660000         0.000          131            0
2031-01-04    3.472000   1.748000    3.472000   1.748000         0.000          122            0
2031-01-05    2.906000   1.802000    2.906000   1.802000         0.000          120            0
2031-01-06    2.439000   1.936000    2.439000   1.936000         0.000          103            0
2031-01-07    2.184000   1.919000    2.184000   1.919000         0.000           89            0
2031-01-08    2.050000   1.913000    2.050000   1.913000         0.000           83            0
2031-01-09    1.982000   1.922000    1.982000   1.922000         0.000           83            0
2031-01-10    1.756000   1.845000    1.756000   1.845000         0.000           76            0
2031-01-11    1.518000   1.827000    1.518000   1.827000         0.000           70            0
2031-01-12    1.322000   1.783000    1.322000   1.783000         0.000           70            0
2031-01-13    1.232000   1.808000    1.232000   1.808000         0.000           51            0
2031-01-14    1.174000   1.808000    1.174000   1.808000         0.000           45            0
2031-01-15    1.123000   1.793000    1.123000   1.793000         0.000           42            0
2031-01-16    1.122000   1.790000    1.122000   1.790000         0.000           42            0
2031-01-17    1.049000   1.799000    1.049000   1.799000         0.000           38            0
2031-01-18    1.001000   1.803000    1.001000   1.803000         0.000           31            0
2031-01-19    0.978000   1.807000    0.978000   1.807000         0.000           31            0
2031-01-20    0.973000   1.808000    0.973000   1.808000         0.000           31            0
2031-01-21    0.971000   1.808000    0.971000   1.808000         0.000           31            0
2031-01-22    0.962000   1.811000    0.962000   1.811000         0.000           31            0
2031-01-23    0.950000   1.811000    0.950000   1.811000         0.000           31            0
2031-01-24    0.923000   1.812000    0.923000   1.812000         0.000           27            0
2031-01-25    0.891000   1.802000    0.891000   1.802000         0.000           26            0
2031-01-26    0.830000   1.708000    0.830000   1.708000         0.000           23            0
2031-01-27    0.793000   1.633000    0.793000   1.633000         0.000           20            0
2031-01-28    0.674000   1.382000    0.674000   1.382000         0.000           20            0
2031-01-29    0.489000   0.985000    0.489000   0.985000         0.000           19            0
2031-01-30    0.471000   0.970000    0.471000   0.970000         0.000           19            0
2031-01-31    0.426000   0.924000    0.426000   0.924000         0.000           19            0
2031-02-01    0.425000   0.923000    0.425000   0.923000         0.000           19            0
2031-02-02    0.419000   0.923000    0.419000   0.923000         0.000           18            0
2031-02-03    0.419000   0.923000    0.419000   0.923000         0.000           18            0
2031-02-04    0.420000   0.922000    0.420000   0.922000         0.000           18            0
2031-02-05    0.370000   0.891000    0.370000   0.891000         0.000           16            0
2031-02-06    0.367000   0.888000    0.367000   0.888000         0.000           16            0
2031-02-07    0.363000   0.888000    0.363000   0.888000         0.000           16            0
2031-02-08    0.354000   0.880000    0.354000   0.880000         0.000           16            0
2031-02-09    0.349000   0.878000    0.349000   0.878000         0.000           13            0
2031-02-10    0.357000   0.876000    0.357000   0.876000         0.000           13            0
2031-02-11    0.354000   0.875000    0.354000   0.875000         0.000           13            0
2031-02-12    0.343000   0.815000    0.343000   0.815000         0.000           13            0
2031-02-13    0.346000   0.812000    0.346000   0.812000         0.000           12            0
2031-02-14    0.334000   0.781000    0.334000   0.781000         0.000           12            0
2031-02-15    0.350000   0.775000    0.350000   0.775000         0.000           11            0
2031-02-16    0.288000   0.655000    0.288000   0.655000         0.000           10            0
2031-02-17    0.303000   0.658000    0.303000   0.658000         0.000           10            0
2031-02-18    0.297000   0.660000    0.297000   0.660000         0.000           10            0
2031-02-19    0.298000   0.661000    0.298000   0.661000         0.000           10            0
2031-02-20    0.275000   0.663000    0.275000   0.663000         0.000           10            0
2031-02-21    0.269000   0.667000    0.269000   0.667000         0.000            9            0
2031-02-22    0.275000   0.670000    0.275000   0.670000         0.000            9            0
2031-02-23    0.265000   0.637000    0.265000   0.637000         0.000            8            0
2031-02-24    0.254000   0.623000    0.254000   0.623000         0.000            8            0
2031-02-25    0.252000   0.624000    0.252000   0.624000         0.000            8            0
2031-02-26    0.245000   0.632000    0.245000   0.632000         0.000            8            0
2031-02-27    0.262000   0.647000    0.262000   0.647000         0.000            8            0
2031-02-28    0.251000   0.657000    0.251000   0.657000         0.000            8            0
2031-03-01    0.252000   0.659000    0.252000   0.659000         0.000            8            0
2031-03-02    0.251000   0.658000    0.251000   0.658000         0.000            8            0
2031-03-03    0.256000   0.672000    0.256000   0.672000         0.000            8            0
2031-03-04    0.269000   0.693000    0.269000   0.693000         0.000            8            0
2031-03-05    0.283000   0.718000    0.283000   0.718000         0.000            8            0
2031-03-06    0.281000   0.715000    0.281000   0.715000         0.000            8            0
2031-03-07    0.274000   0.712000    0.274000   0.712000         0.000            8            0
2031-03-08    0.266000   0.702000    0.266000   0.702000         0.000            8            0
2031-03-09    0.262000   0.701000    0.262000   0.701000         0.000            8            0
2031-03-10    0.256000   0.702000    0.256000   0.702000         0.000            8            0
2031-03-11    0.247000   0.703000    0.247000   0.703000         0.000            8            0
2031-03-12    0.243000   0.703000    0.243000   0.703000         0.000            8            0
2031-03-13    0.242000   0.703000    0.242000   0.703000         0.000            8            0
2031-03-14    0.236000   0.702000    0.236000   0.702000         0.000            6            0
2031-03-15    0.244000   0.702000    0.244000   0.702000         0.000            5            0
2031-03-16    0.298000   0.722000    0.298000   0.722000         0.000            5            0
2031-03-17    0.454000   0.849000    0.454000   0.849000         0.000            4            0
2031-03-18    0.678000   1.003000    0.678000   1.003000         0.000            3            0
2031-03-19    0.933000   1.214000    0.933000   1.214000         0.000            3            0
2031-03-20    1.143000   1.467000    1.143000   1.467000         0.000            3            0
2031-03-21    1.268000   1.659000    1.268000   1.659000         0.000            3            0
2031-03-22    1.320000   1.837000    1.320000   1.837000         0.000            3            0
2031-03-23    1.331000   1.892000    1.331000   1.892000         0.000            3            0
2031-03-24    1.375000   1.866000    1.375000   1.866000         0.000            3            0
2031-03-25    1.474000   2.014000    1.474000   2.014000         0.000            3            0
2031-03-26    1.658000   2.266000    1.658000   2.266000         0.000            3            0
2031-03-27    1.773000   2.598000    1.773000   2.598000         0.000            3            0
2031-03-28    1.970000   2.988000    1.970000   2.988000         0.000            3            0
2031-03-29    1.908000   3.019000    1.908000   3.019000         0.005            4            0
2031-03-30    1.918000   3.070000    1.918000   3.070000         0.000            3            0
2031-03-31    1.818000   3.195000    1.818000   3.195000         0.000            4            0
2031-04-01    2.125000   3.565000    2.125000   3.565000         0.000            3            0
2031-04-02    2.578000   3.795000    2.578000   3.795000         0.000            3            0
2031-04-03    2.913000   3.996000    2.913000   3.996000         0.000            3            0
2031-04-04    3.255000   4.531000    3.255000   4.531000         0.000            3            0
2031-04-05    3.704000   5.178000    3.704000   5.178000         0.000            3            0
2031-04-06    4.116000   5.699000    4.116000   5.699000         0.000            3            0
2031-04-07    4.456000   6.152000    4.456000   6.152000         0.000            3            0
2031-04-08    4.970000   6.723000    4.970000   6.723000         0.000            3            0
2031-04-09    5.190000   7.185000    5.190000   7.185000         0.000            3            0
2031-04-10    5.002000   6.859000    5.002000   6.859000         0.000            3            0
2031-04-11    4.694000   6.127000    4.694000   6.127000         0.000            3            0
2031-04-12    4.668000   6.194000    4.668000   6.194000         0.000            3            0
2031-04-13    5.012000   6.499000    5.012000   6.499000         0.000            3            0
2031-04-14    5.197000   6.609000    5.197000   6.609000         0.000            3            0
2031-04-15    5.281000   6.514000    5.281000   6.514000         0.000            3            0
2031-04-16    4.933000   6.671000    4.933000   6.671000         0.009           10            0
2031-04-17    5.166000   7.356000    5.166000   7.356000         0.000            3            0
2031-04-18    5.873000   7.906000    5.873000   7.906000         0.007           13            0
2031-04-19    6.670000   8.377000    6.670000   8.377000         0.019           26            0
2031-04-20    6.946000   7.946000    6.946000   7.946000         0.044           19            0
2031-04-21    7.036000   7.176000    7.036000   7.176000         0.077           33            0
2031-04-22    7.460000   7.666000    7.460000   7.666000         0.047           50            0
2031-04-23    7.973000   8.371000    7.973000   8.371000         0.070           51            0
2031-04-24    8.426000   8.916000    8.426000   8.915000         0.099           44            0
2031-04-25    8.485000   8.802000    8.485000   8.802000         0.016           46            0
2031-04-26    7.995000   8.927000    7.995000   8.927000         0.000            3            0
2031-04-27    7.606000   9.178000    7.606000   9.178000         0.000            3            0
2031-04-28    7.963000   9.439000    7.963000   9.439000         0.003            5            0
2031-04-29    8.394000   9.665000    8.394000   9.665000         0.052           10            0
2031-04-30    8.577000   9.599000    8.577000   9.599000         0.095           12            0
2031-05-01    8.738000   9.791000    8.738000   9.791000         0.009            5            0
2031-05-02    8.547000   9.408000    8.547000   9.408000         0.000            4            0
2031-05-03    8.723000   9.935000    8.723000   9.935000         0.000            3            0
2031-05-04    8.649000  10.338000    8.649000  10.338000         0.000            3            0
2031-05-05    9.257000  10.771000    9.257000  10.771000         0.000            3            0
2031-05-06    9.923000  10.635000    9.923000  10.635000         0.000            3            0
2031-05-07   10.580000  10.784000   10.580000  10.784000         0.000            3            0
2031-05-08   11.185000  11.237000   11.185000  11.237000         0.156            6            0
2031-05-09   12.185000  12.361000   12.185000  12.361000         0.062            5            0
2031-05-10   12.696000  13.428000   12.696000  13.428000         0.000            3            0
2031-05-11   14.303000  14.380000   14.303000  14.380000         0.000            3            0
2031-05-12   15.749000  15.220000   15.749000  15.220000         0.000            2            0
2031-05-13   15.419000  13.237000   15.419000  13.237000         0.000            2            0
2031-05-14   16.087999  13.872000   16.087999  13.872000         0.000            2            0
2031-05-15   16.108999  14.522000   16.108999  14.522000         0.000            2            0
2031-05-16   15.766000  14.915000   15.766000  14.915000         0.034            7            0
2031-05-17   14.971000  14.574000   14.971000  14.574000         0.040           14            0
2031-05-18   15.061000  15.036000   15.061000  15.036000         0.035           11            0
2031-05-19   15.403000  15.413000   15.403000  15.413000         0.030           10            0
2031-05-20   16.023001  15.444000   16.023001  15.444000         0.025           10            0
2031-05-21   16.110001  14.387000   16.110001  14.387000         0.025           11            0
2031-05-22   16.091000  13.639000   16.091000  13.639000         0.025           10            0
2031-05-23   15.909000  14.050000   15.909000  14.050000         0.028           12            0
2031-05-24   15.697000  14.019000   15.697000  14.019000         0.016           12            0
2031-05-25   15.902000  14.291000   15.902000  14.291000         0.016           11            0
2031-05-26   15.691000  15.320000   15.691000  15.320000         0.046           17            0
2031-05-27   16.164000  16.214001   16.164000  16.214001         0.029           22            0
2031-05-28   15.141000  14.596000   15.141000  14.596000         0.021           15            0
2031-05-29   14.781000  14.951000   14.781000  14.951000         0.045           32            0
2031-05-30   15.634000  15.519000   15.634000  15.519000         0.040           35            0
2031-05-31   17.006001  16.017000   17.006001  16.017000         0.005           11            0
2031-06-01   17.097000  16.010000   17.097000  16.010000         0.215           13            0
2031-06-02   17.575001  16.358999   17.575001  16.358999         0.308           15            0
2031-06-03   17.719999  15.495000   17.719999  15.495000         0.303           13            0
2031-06-04   17.506001  14.099000   17.506001  14.099000         0.231           13            0
2031-06-05   17.669001  13.519000   17.669001  13.519000         0.002           11            0
2031-06-06   18.486000  12.516000   18.486000  12.516000         0.116           12            0
2031-06-07   18.711000  12.057000   18.711000  12.057000         0.063           13            0
2031-06-08   16.830999  11.750000   16.830999  11.750000         0.063           12            0
2031-06-09   15.661000  12.506000   15.661000  12.506000         0.063           12            0
2031-06-10   16.010000  13.101000   16.010000  13.101000         0.089           14            0
2031-06-11   16.393000  13.079000   16.393000  13.079000         0.177           15            0
2031-06-12   17.086000  13.366000   17.086000  13.366000         0.177           14            0
2031-06-13   17.681000  13.903000   17.681000  13.903000         0.177           13            0
2031-06-14   18.965000  14.983000   18.965000  14.983000         0.177           13            0
2031-06-15   20.216000  15.327000   20.216000  15.327000         0.177           12            0
2031-06-16   20.295000  14.380000   20.295000  14.380000         0.177           12            0
2031-06-17   20.187000  15.516000   20.187000  15.516000         0.107           12            0
2031-06-18   20.554001  15.464000   20.554001  15.464000         0.107           11            0
2031-06-19   20.711000  14.748000   20.711000  14.748000         0.020           12            0
2031-06-20   21.167999  15.374000   21.167999  15.374000         0.000           10            0
2031-06-21   23.129000  16.042999   23.129000  16.042999         0.000            8            0
2031-06-22   23.927000  16.112000   23.927000  16.112000         0.000            8            0
2031-06-23   23.646000  16.066000   23.646000  16.066000         0.000           10            0
2031-06-24   24.082001  15.085000   24.082001  15.085000         0.000           10            0
2031-06-25   23.110001  14.156000   23.110001  14.156000         0.000            9            0
2031-06-26   23.132000  14.223000   23.132000  14.223000         0.000           10            0
2031-06-27   24.834000  14.753000   24.834000  14.753000         0.000            7            0
2031-06-28   24.794001  15.001000   24.794001  15.001000         0.000            8            0
2031-06-29   23.525999  16.292999   23.525999  16.292999         0.000            8            0
2031-06-30   22.632999  17.879000   22.632999  17.879000         0.000            8            0
2031-07-01   23.228001  18.929001   23.228001  18.929001         0.061           10            0
2031-07-02   23.223000  18.433001   23.223000  18.433001         0.061           10            0
2031-07-03   22.105000  17.285000   22.105000  17.285000         0.061           11            0
2031-07-04   20.896999  17.299000   20.896999  17.299000         0.061           10            0
2031-07-05   20.093000  15.829000   20.093000  15.829000         0.061           10            0
2031-07-06   19.656000  15.599000   19.656000  15.599000         0.052            9            0
2031-07-07   18.820000  15.635000   18.820000  15.635000         0.052            8            0
2031-07-08   18.538000  16.587000   18.538000  16.587000         0.052           18            0
2031-07-09   18.655001  17.146999   18.655001  17.146999         0.052           18            0
2031-07-10   17.871000  14.792000   17.871000  14.792000         0.031           16            0
2031-07-11   16.530001  13.477000   16.530001  13.477000         0.031           16            0
2031-07-12   15.581000  12.746000   15.581000  12.746000         0.023           16            0
2031-07-13   16.170000  13.045000   16.170000  13.045000         0.082           13            0
2031-07-14   14.638000  10.392000   14.638000  10.392000         0.023           11            0
2031-07-15   14.107000   9.502000   14.107000   9.502000         0.023           12            0
2031-07-16   14.369000  10.473000   14.369000  10.473000         0.016           12            0
2031-07-17   13.526000   9.992000   13.526000   9.992000         0.016           12            0
2031-07-18   12.613000   8.796000   12.613000   8.796000         0.016           11            0
2031-07-19   11.827000   7.853000   11.827000   7.853000         0.016           11            0
2031-07-20   12.126000   7.361000   12.126000   7.361000         0.016           12            0
2031-07-21   12.461000   8.168000   12.461000   8.168000         0.016           12            0
2031-07-22   11.737000   7.431000   11.737000   7.431000         0.016           11            0
2031-07-23   11.674000   7.243000   11.674000   7.243000         0.013           10            0
2031-07-24   11.539000   6.845000   11.539000   6.845000         0.013           10            0
2031-07-25   11.417000   7.329000   11.417000   7.329000         0.013           10            0
2031-07-26   11.853000   8.224000   11.853000   8.224000         0.013           10            0
2031-07-27   12.322000   9.151000   12.322000   9.151000         0.013           10            0
2031-07-28   13.244000   9.289000   13.244000   9.289000         0.011           10            0
2031-07-29   13.737000   9.550000   13.737000   9.550000         0.008           10            0
2031-07-30   13.349000   9.426000   13.349000   9.426000         0.008           11            0
2031-07-31   12.930000   8.792000   12.930000   8.792000         0.008           10            0
2031-08-01   13.658000   8.931000   13.658000   8.931000         0.006           11            0
2031-08-02   14.798000   9.615000   14.798000   9.615000         0.006           10            0
2031-08-03   15.564000  10.446000   15.564000  10.446000         0.006           10            0
2031-08-04   15.631000   9.707000   15.631000   9.707000         0.006           10            0
2031-08-05   14.553000   9.288000   14.553000   9.288000         0.005           10            0
2031-08-06   14.075000   9.866000   14.075000   9.866000         0.005           10            0
2031-08-07   13.228000  10.129000   13.228000  10.129000         0.003           10            0
2031-08-08   12.950000  10.052000   12.950000  10.052000         0.003           10            0
2031-08-09   13.123000  10.729000   13.123000  10.729000         0.002           10            0
2031-08-10   13.386000  11.282000   13.386000  11.282000         0.001           10            0
2031-08-11   14.640000  11.194000   14.640000  11.194000         0.001           10            0
2031-08-12   16.481001  11.742000   16.481001  11.742000         0.001           10            0
2031-08-13   17.469999  12.287000   17.469999  12.287000         0.001           10            0
2031-08-14   17.959000  12.318000   17.959000  12.318000         0.001           10            0
2031-08-15   17.643999  13.042000   17.643999  13.042000         0.000            9            0
2031-08-16   16.629000  13.178000   16.629000  13.178000         0.000            8            0
2031-08-17   16.023001  13.586000   16.023001  13.586000         0.000            8            0
2031-08-18   15.508000  13.855000   15.508000  13.855000         0.000            8            0
2031-08-19   15.788000  14.604000   15.788000  14.604000         0.000            8            0
2031-08-20   16.129999  15.329000   16.129999  15.329000         0.000            8            0
2031-08-21   16.857000  14.424000   16.857000  14.424000         0.000            8            0
2031-08-22   15.900000  13.332000   15.900000  13.332000         0.000            8            0
2031-08-23   15.458000  13.813000   15.458000  13.813000         0.000            8            0
2031-08-24   15.341000  13.894000   15.341000  13.894000         0.000            8            0
2031-08-25   15.825000  12.899000   15.825000  12.899000         0.000            8            0
2031-08-26   14.567000  12.328000   14.567000  12.328000         0.000            8            0
2031-08-27   14.697000  13.136000   14.697000  13.136000         0.000            8            0
2031-08-28   14.184000  13.352000   14.184000  13.352000         0.000            8            0
2031-08-29   14.337000  13.895000   14.337000  13.895000         0.000            8            0
2031-08-30   14.325000  14.453000   14.325000  14.453000         0.000            8            0
2031-08-31   13.474000  13.903000   13.474000  13.903000         0.000            8            0
2031-09-01   13.175000  14.399000   13.175000  14.399000         0.000            8            0
2031-09-02   12.132000  14.327000   12.132000  14.327000         0.000            8            0
2031-09-03   12.517000  14.790000   12.517000  14.790000         0.000            8            0
2031-09-04   13.850000  15.270000   13.850000  15.270000         0.000            8            0
2031-09-05   14.458000  15.263000   14.458000  15.263000         0.000            8            0
2031-09-06   14.297000  15.317000   14.297000  15.317000         0.000            8            0
2031-09-07   14.352000  15.138000   14.352000  15.138000         0.000            8            0
2031-09-08   14.642000  15.104000   14.642000  15.104000         0.000            8            0
2031-09-09   14.228000  15.460000   14.228000  15.460000         0.000            8            0
2031-09-10   13.588000  15.810000   13.588000  15.810000         0.000            8            0
2031-09-11   13.338000  16.437000   13.338000  16.437000         0.000            8            0
2031-09-12   12.832000  16.070999   12.832000  16.070999         0.000            8            0
2031-09-13   11.434000  13.422000   11.434000  13.422000         0.000            8            0
2031-09-14    9.717000  10.635000    9.717000  10.635000         0.000            8            0
2031-09-15    9.374000  10.263000    9.374000  10.263000         0.000            8            0
2031-09-16    9.720000  10.028000    9.720000  10.028000         0.000            8            0
2031-09-17   10.024000  10.466000   10.024000  10.466000         0.000            8            0
2031-09-18   10.164000  11.064000   10.164000  11.064000         0.000            8            0
2031-09-19    9.770000  11.244000    9.770000  11.244000         0.000            8            0
2031-09-20    9.521000  11.470000    9.521000  11.470000         0.000            8            0
2031-09-21    9.553000  11.074000    9.553000  11.074000         0.000            8            0
2031-09-22    9.725000  11.279000    9.725000  11.279000         0.000            8            0
2031-09-23    9.838000  11.530000    9.838000  11.530000         0.000            8            0
2031-09-24    9.715000  11.490000    9.715000  11.490000         0.000            8            0
2031-09-25    9.634000  11.551000    9.634000  11.551000         0.000            8            0
2031-09-26    8.941000  11.116000    8.941000  11.116000         0.000            8            0
2031-09-27    7.679000   9.478000    7.679000   9.478000         0.000            8            0
2031-09-28    6.686000   9.571000    6.686000   9.571000         0.000            8            0
2031-09-29    6.321000   9.371000    6.321000   9.371000         0.000            8            0
2031-09-30    6.126000   9.469000    6.126000   9.469000         0.000            8            0
2031-10-01    5.088000   7.369000    5.088000   7.369000         0.000            8            0
2031-10-02    4.478000   6.342000    4.478000   6.342000         0.000            8            0
2031-10-03    4.230000   6.173000    4.230000   6.173000         0.000            8            0
2031-10-04    3.510000   5.233000    3.510000   5.233000         0.000            8            0
2031-10-05    3.231000   4.998000    3.231000   4.998000         0.000            8            0
2031-10-06    3.315000   5.163000    3.315000   5.163000         0.000            8            0
2031-10-07    3.470000   5.198000    3.470000   5.198000         0.000            8            0
2031-10-08    3.546000   5.543000    3.546000   5.543000         0.000            8            0
2031-10-09    3.455000   5.867000    3.455000   5.867000         0.000            8            0
2031-10-10    3.645000   6.100000    3.645000   6.100000         0.000            8            0
2031-10-11    3.515000   5.937000    3.515000   5.937000         0.000            8            0
2031-10-12    3.285000   5.876000    3.285000   5.876000         0.000            8            0
2031-10-13    3.379000   6.080000    3.379000   6.080000         0.000            8            0
2031-10-14    3.496000   6.355000    3.496000   6.355000         0.000            8            0
2031-10-15    3.619000   6.554000    3.619000   6.554000         0.000            8            0
2031-10-16    3.763000   6.739000    3.763000   6.739000         0.000            8            0
2031-10-17    3.792000   6.751000    3.792000   6.751000         0.000            8            0
2031-10-18    3.719000   6.999000    3.719000   6.999000         0.000            8            0
2031-10-19    3.043000   6.297000    3.043000   6.297000         0.000            8            0
2031-10-20    2.649000   5.903000    2.649000   5.903000         0.000            8            0
2031-10-21    2.318000   5.192000    2.318000   5.192000         0.000            8            0
2031-10-22    2.057000   4.247000    2.057000   4.247000         0.000            8            0
2031-10-23    1.886000   4.269000    1.886000   4.269000         0.000            8            0
2031-10-24    1.944000   4.435000    1.944000   4.435000         0.000            8            0
2031-10-25    1.909000   4.524000    1.909000   4.524000         0.000            8            0
2031-10-26    1.814000   4.593000    1.814000   4.593000         0.000            8            0
2031-10-27    1.575000   4.347000    1.575000   4.347000         0.000            8            0
2031-10-28    1.442000   4.185000    1.442000   4.185000         0.000            8            0
2031-10-29    1.365000   4.174000    1.365000   4.174000         0.000            8            0
2031-10-30    1.367000   4.164000    1.367000   4.164000         0.000            8            0
2031-10-31    1.381000   4.166000    1.381000   4.166000         0.000            8            0
2031-11-01    1.363000   4.152000    1.363000   4.152000         0.000            8            0
2031-11-02    1.267000   3.817000    1.267000   3.817000         0.000            8            0
2031-11-03    1.179000   3.646000    1.179000   3.646000         0.000            6            0
2031-11-04    1.101000   3.616000    1.101000   3.616000         0.000            3            0
2031-11-05    0.984000   3.583000    0.984000   3.583000         0.000            1            0
2031-11-06    0.980000   3.576000    0.980000   3.576000         0.000            1            0
2031-11-07    0.972000   3.578000    0.972000   3.578000         0.000            1            0
2031-11-08    0.955000   3.570000    0.955000   3.570000         0.000            1            0
2031-11-09    0.915000   3.528000    0.915000   3.528000         0.000            1            0
2031-11-10    0.925000   3.526000    0.925000   3.526000         0.000            1            0
2031-11-11    0.934000   3.522000    0.934000   3.522000         0.000            1            0
2031-11-12    0.907000   3.411000    0.907000   3.411000         0.000            1            0
2031-11-13    0.767000   3.136000    0.767000   3.136000         0.000            1            0
2031-11-14    0.562000   2.429000    0.562000   2.429000         0.000            1            0
2031-11-15    0.577000   2.425000    0.577000   2.425000         0.000            1            0
2031-11-16    0.566000   2.434000    0.566000   2.434000         0.000            1            0
2031-11-17    0.543000   2.447000    0.543000   2.447000         0.000            1            0
2031-11-18    0.539000   2.461000    0.539000   2.461000         0.000            1            0
2031-11-19    0.523000   2.461000    0.523000   2.461000         0.000            1            0
2031-11-20    0.489000   2.466000    0.489000   2.466000         0.000            1            0
2031-11-21    0.451000   2.446000    0.451000   2.446000         0.000            1            0
2031-11-22    0.452000   2.447000    0.452000   2.447000         0.000            1            0
2031-11-23    0.450000   2.447000    0.450000   2.447000         0.000            1            0
2031-11-24    0.448000   2.446000    0.448000   2.446000         0.000            1            0

================================================================================
DC - Timesteps with Differences
================================================================================
      Date  Mean (Ref)  Std (Ref)  Mean (New)  Std (New)  Max Abs Diff  Value Diffs  NaN Changes
2031-01-01   13.434000   3.650000   13.434000   3.650000           0.0          986            0
2031-01-02   11.851000   4.598000   11.851000   4.598000           0.0          952            0
2031-01-03   11.433000   4.688000   11.433000   4.688000           0.0          900            0
2031-01-04   10.972000   4.763000   10.972000   4.763000           0.0          865            0
2031-01-05   10.161000   5.016000   10.161000   5.016000           0.0          856            0
2031-01-06    8.747000   5.547000    8.747000   5.547000           0.0          774            0
2031-01-07    7.741000   5.821000    7.741000   5.821000           0.0          701            0
2031-01-08    7.421000   5.880000    7.421000   5.880000           0.0          611            0
2031-01-09    7.079000   5.877000    7.079000   5.877000           0.0          611            0
2031-01-10    6.527000   5.764000    6.527000   5.764000           0.0          554            0
2031-01-11    6.080000   5.747000    6.080000   5.747000           0.0          546            0
2031-01-12    5.513000   5.599000    5.513000   5.599000           0.0          522            0
2031-01-13    5.126000   5.659000    5.126000   5.659000           0.0          488            0
2031-01-14    4.858000   5.667000    4.858000   5.667000           0.0          483            0
2031-01-15    4.801000   5.592000    4.801000   5.592000           0.0          482            0
2031-01-16    4.739000   5.585000    4.739000   5.585000           0.0          472            0
2031-01-17    4.255000   5.629000    4.255000   5.629000           0.0          418            0
2031-01-18    4.037000   5.614000    4.037000   5.614000           0.0          398            0
2031-01-19    3.984000   5.626000    3.984000   5.626000           0.0          397            0
2031-01-20    3.978000   5.625000    3.978000   5.625000           0.0          397            0
2031-01-21    3.982000   5.623000    3.982000   5.623000           0.0          397            0
2031-01-22    3.919000   5.637000    3.919000   5.637000           0.0          378            0
2031-01-23    3.823000   5.614000    3.823000   5.614000           0.0          378            0
2031-01-24    3.760000   5.597000    3.760000   5.597000           0.0          348            0
2031-01-25    3.683000   5.556000    3.683000   5.556000           0.0          346            0
2031-01-26    3.653000   5.530000    3.653000   5.530000           0.0          342            0
2031-01-27    3.614000   5.504000    3.614000   5.504000           0.0          330            0
2031-01-28    3.499000   5.335000    3.499000   5.335000           0.0          328            0
2031-01-29    2.968000   4.660000    2.968000   4.660000           0.0          316            0
2031-01-30    2.918000   4.641000    2.918000   4.641000           0.0          316            0
2031-01-31    2.773000   4.572000    2.773000   4.572000           0.0          316            0
2031-02-01    2.772000   4.572000    2.772000   4.572000           0.0          316            0
2031-02-02    2.717000   4.563000    2.717000   4.563000           0.0          315            0
2031-02-03    2.717000   4.563000    2.717000   4.563000           0.0          315            0
2031-02-04    2.655000   4.535000    2.655000   4.535000           0.0          315            0
2031-02-05    2.391000   4.508000    2.391000   4.508000           0.0          305            0
2031-02-06    2.391000   4.508000    2.391000   4.508000           0.0          305            0
2031-02-07    2.389000   4.508000    2.389000   4.508000           0.0          305            0
2031-02-08    2.388000   4.509000    2.388000   4.509000           0.0          305            0
2031-02-09    2.362000   4.506000    2.362000   4.506000           0.0          305            0
2031-02-10    2.369000   4.503000    2.369000   4.503000           0.0          305            0
2031-02-11    2.376000   4.500000    2.376000   4.500000           0.0          305            0
2031-02-12    2.371000   4.443000    2.371000   4.443000           0.0          303            0
2031-02-13    2.358000   4.447000    2.358000   4.447000           0.0          295            0
2031-02-14    2.293000   4.371000    2.293000   4.371000           0.0          295            0
2031-02-15    2.289000   4.356000    2.289000   4.356000           0.0          295            0
2031-02-16    2.120000   4.164000    2.120000   4.164000           0.0          295            0
2031-02-17    2.131000   4.160000    2.131000   4.160000           0.0          295            0
2031-02-18    2.130000   4.161000    2.130000   4.161000           0.0          295            0
2031-02-19    2.134000   4.160000    2.134000   4.160000           0.0          295            0
2031-02-20    2.111000   4.152000    2.111000   4.152000           0.0          295            0
2031-02-21    1.981000   4.080000    1.981000   4.080000           0.0          294            0
2031-02-22    2.002000   4.071000    2.002000   4.071000           0.0          291            0
2031-02-23    2.017000   3.979000    2.017000   3.979000           0.0          291            0
2031-02-24    2.024000   3.978000    2.024000   3.978000           0.0          291            0
2031-02-25    2.034000   3.975000    2.034000   3.975000           0.0          291            0
2031-02-26    2.021000   3.986000    2.021000   3.986000           0.0          291            0
2031-02-27    2.054000   3.982000    2.054000   3.982000           0.0          291            0
2031-02-28    2.020000   3.999000    2.020000   3.999000           0.0          291            0
2031-03-01    2.020000   3.999000    2.020000   3.999000           0.0          291            0
2031-03-02    2.017000   3.999000    2.017000   3.999000           0.0          291            0
2031-03-03    2.020000   4.000000    2.020000   4.000000           0.0          291            0
2031-03-04    2.030000   4.000000    2.030000   4.000000           0.0          291            0
2031-03-05    2.039000   4.000000    2.039000   4.000000           0.0          291            0
2031-03-06    2.037000   4.000000    2.037000   4.000000           0.0          291            0
2031-03-07    2.029000   4.001000    2.029000   4.001000           0.0          291            0
2031-03-08    2.021000   3.988000    2.021000   3.988000           0.0          291            0
2031-03-09    2.000000   3.985000    2.000000   3.985000           0.0          291            0
2031-03-10    1.917000   3.888000    1.917000   3.888000           0.0          291            0
2031-03-11    1.883000   3.899000    1.883000   3.899000           0.0          290            0
2031-03-12    1.860000   3.907000    1.860000   3.907000           0.0          290            0
2031-03-13    1.860000   3.907000    1.860000   3.907000           0.0          290            0
2031-03-14    1.837000   3.911000    1.837000   3.911000           0.0          234            0
2031-03-15    1.832000   3.898000    1.832000   3.898000           0.0          233            0
2031-03-16    1.895000   3.880000    1.895000   3.880000           0.0          187            0
2031-03-17    2.127000   3.881000    2.127000   3.881000           0.0          169            0
2031-03-18    2.513000   3.781000    2.513000   3.781000           0.0          161            0
2031-03-19    2.956000   3.835000    2.956000   3.835000           0.0          161            0
2031-03-20    3.212000   3.930000    3.212000   3.930000           0.0          154            0
2031-03-21    3.249000   3.988000    3.249000   3.988000           0.0          159            0
2031-03-22    3.352000   4.179000    3.352000   4.179000           0.0          154            0
2031-03-23    3.218000   4.139000    3.218000   4.139000           0.0          152            0
2031-03-24    3.244000   4.131000    3.244000   4.131000           0.0          150            0
2031-03-25    3.388000   4.295000    3.388000   4.295000           0.0          148            0
2031-03-26    3.543000   4.558000    3.543000   4.558000           0.0          149            0
2031-03-27    3.704000   4.953000    3.704000   4.953000           0.0          141            0
2031-03-28    3.937000   5.409000    3.937000   5.409000           0.0          137            0
2031-03-29    3.998000   5.675000    3.998000   5.675000           0.0          130            0
2031-03-30    3.937000   5.880000    3.937000   5.880000           0.0          130            0
2031-03-31    3.786000   5.934000    3.786000   5.934000           0.0          127            0
2031-04-01    4.827000   6.378000    4.827000   6.378000           0.0          115            0
2031-04-02    6.051000   6.613000    6.051000   6.613000           0.0          106            0
2031-04-03    7.103000   6.882000    7.103000   6.882000           0.0          112            0
2031-04-04    7.963000   7.588000    7.963000   7.588000           0.0           99            0
2031-04-05    8.954000   8.510000    8.954000   8.510000           0.0          104            0
2031-04-06   10.125000   9.242000   10.125000   9.242000           0.0           82            0
2031-04-07   11.137000   9.985000   11.137000   9.985000           0.0           67            0
2031-04-08   12.375000  10.805000   12.375000  10.805000           0.0           59            0
2031-04-09   13.211000  11.617000   13.211000  11.617000           0.0           53            0
2031-04-10   13.747000  11.703000   13.747000  11.703000           0.0           55            0
2031-04-11   14.093000  11.560000   14.093000  11.560000           0.0           48            0
2031-04-12   14.507000  12.259000   14.507000  12.259000           0.0           60            0
2031-04-13   15.598000  12.759000   15.598000  12.759000           0.0           46            0
2031-04-14   16.563000  13.125000   16.563000  13.125000           0.0           53            0
2031-04-15   17.395000  13.270000   17.395000  13.270000           0.0           39            0
2031-04-16   15.904000  14.467000   15.904000  14.467000           0.0           46            0
2031-04-17   16.107000  16.122000   16.107000  16.122000           0.0           35            0
2031-04-18   17.791000  16.806999   17.791000  16.806999           0.0           42            0
2031-04-19   19.737000  17.209000   19.737000  17.209000           0.0           39            0
2031-04-20   20.913000  16.711000   20.913000  16.711000           0.0           44            0
2031-04-21   21.861000  15.963000   21.861000  15.963000           0.0           28            0
2031-04-22   22.933001  16.580999   22.933001  16.580999           0.0           35            0
2031-04-23   24.438999  17.658001   24.438999  17.658001           0.0           31            0
2031-04-24   25.875999  18.764000   25.875999  18.764000           0.0           35            0
2031-04-25   26.613001  19.395000   26.613001  19.395000           0.0           31            0
2031-04-26   25.893999  20.002001   25.893999  20.002001           0.0           29            0
2031-04-27   24.673000  21.347000   24.673000  21.347000           0.0           30            0
2031-04-28   26.011999  21.756001   26.011999  21.756001           0.0           38            0
2031-04-29   27.181999  22.177999   27.181999  22.177999           0.0           32            0
2031-04-30   28.368000  22.743000   28.368000  22.743000           0.0           36            0
2031-05-01   31.100000  23.181000   31.100000  23.181000           0.0           37            0
2031-05-02   32.446999  22.487000   32.446999  22.487000           0.0           31            0
2031-05-03   34.363998  23.386999   34.363998  23.386999           0.0           28            0
2031-05-04   35.537998  24.459000   35.537998  24.459000           0.0           33            0
2031-05-05   38.609001  24.948999   38.609001  24.948999           0.0           24            0
2031-05-06   41.779999  25.371000   41.779999  25.371000           0.0           31            0
2031-05-07   44.625999  25.247999   44.625999  25.247999           0.0           32            0
2031-05-08   46.681999  26.200001   46.681999  26.200001           0.0           26            0
2031-05-09   48.980999  28.056999   48.980999  28.056999           0.0           20            0
2031-05-10   50.877998  29.566999   50.877998  29.566999           0.0           22            0
2031-05-11   54.379002  30.799999   54.379002  30.799999           0.0           15            0
2031-05-12   58.317001  31.579000   58.317001  31.579000           0.0           18            0
2031-05-13   60.570000  30.239000   60.570000  30.239000           0.0           19            0
2031-05-14   63.037998  31.479000   63.037998  31.479000           0.0           15            0
2031-05-15   63.808998  33.428001   63.808998  33.428001           0.0           23            0
2031-05-16   65.432999  34.609001   65.432999  34.609001           0.0           21            0
2031-05-17   65.816002  35.063999   65.816002  35.063999           0.0           10            0
2031-05-18   67.221001  36.796001   67.221001  36.796001           0.0           13            0
2031-05-19   68.946999  38.005001   68.946999  38.005001           0.0           11            0
2031-05-20   72.196999  38.417999   72.196999  38.417999           0.0           17            0
2031-05-21   74.830002  38.639999   74.830002  38.639999           0.0           16            0
2031-05-22   77.728996  38.466000   77.728996  38.466000           0.0           15            0
2031-05-23   79.205002  40.528000   79.205002  40.528000           0.0           11            0
2031-05-24   81.070000  42.339001   81.070000  42.339001           0.0           11            0
2031-05-25   84.061996  42.574001   84.061996  42.574001           0.0           14            0
2031-05-26   84.841003  45.636002   84.841003  45.636002           0.0           11            0
2031-05-27   86.037003  48.637001   86.037003  48.637001           0.0           16            0
2031-05-28   86.424004  49.394001   86.424004  49.394001           0.0           15            0
2031-05-29   87.497002  50.563999   87.497002  50.563999           0.0           13            0
2031-05-30   90.070999  51.320999   90.070999  51.320999           0.0            7            0
2031-05-31   92.959999  52.664001   92.959999  52.664001           0.0            8            0
2031-06-01   94.400002  53.263000   94.400002  53.263000           0.0            7            0
2031-06-02   96.726997  55.967999   96.726997  55.967999           0.0           12            0
2031-06-03  100.396004  57.341999  100.396004  57.341999           0.0            8            0
2031-06-04  103.772003  57.037998  103.772003  57.037998           0.0           13            0
2031-06-05  106.772003  57.367001  106.772003  57.367001           0.0            7            0
2031-06-06  111.921997  55.970001  111.921997  55.970001           0.0            9            0
2031-06-07  116.241997  55.472000  116.241997  55.472000           0.0            7            0
2031-06-08  116.253998  57.013000  116.253998  57.013000           0.0           15            0
2031-06-09  115.348000  60.372002  115.348000  60.372002           0.0           11            0
2031-06-10  117.150002  62.145000  117.150002  62.145000           0.0           12            0
2031-06-11  119.584999  62.424999  119.584999  62.424999           0.0           16            0
2031-06-12  123.071999  62.382999  123.071999  62.382999           0.0            7            0
2031-06-13  125.313004  61.742001  125.313004  61.742001           0.0           13            0
2031-06-14  129.296997  61.811001  129.296997  61.811001           0.0           14            0
2031-06-15  133.953995  61.766998  133.953995  61.766998           0.0           12            0
2031-06-16  137.375000  61.521999  137.375000  61.521999           0.0            4            0
2031-06-17  138.938004  63.467999  138.938004  63.467999           0.0            5            0
2031-06-18  142.345001  63.841999  142.345001  63.841999           0.0            5            0
2031-06-19  146.427002  64.139999  146.427002  64.139999           0.0            4            0
2031-06-20  150.084000  66.750999  150.084000  66.750999           0.0            7            0
2031-06-21  156.287994  67.380997  156.287994  67.380997           0.0            7            0
2031-06-22  159.934998  67.244003  159.934998  67.244003           0.0           10            0
2031-06-23  161.371002  66.933998  161.371002  66.933998           0.0            3            0
2031-06-24  165.988998  66.278000  165.988998  66.278000           0.0           10            0
2031-06-25  166.735992  68.096001  166.735992  68.096001           0.0            5            0
2031-06-26  169.578995  70.119003  169.578995  70.119003           0.0            7            0
2031-06-27  174.177002  70.977997  174.177002  70.977997           0.0            5            0
2031-06-28  175.212997  72.546997  175.212997  72.546997           0.0            4            0
2031-06-29  172.897995  75.639000  172.897995  75.639000           0.0            5            0
2031-06-30  171.828003  77.772003  171.828003  77.772003           0.0            7            0
2031-07-01  175.531998  79.495003  175.531998  79.495003           0.0            4            0
2031-07-02  179.223007  80.133003  179.223007  80.133003           0.0            4            0
2031-07-03  180.044998  80.678001  180.044998  80.678001           0.0            8            0
2031-07-04  178.688004  84.383003  178.688004  84.383003           0.0            3            0
2031-07-05  181.529007  84.617996  181.529007  84.617996           0.0            5            0
2031-07-06  182.582993  87.139000  182.582993  87.139000           0.0            6            0
2031-07-07  181.104996  87.906998  181.104996  87.906998           0.0            3            0
2031-07-08  180.091003  89.370003  180.091003  89.370003           0.0            5            0
2031-07-09  180.712997  90.428001  180.712997  90.428001           0.0            7            0
2031-07-10  182.334000  88.146004  182.334000  88.146004           0.0            2            0
2031-07-11  181.848999  87.817001  181.848999  87.817001           0.0            4            0
2031-07-12  181.130997  88.027000  181.130997  88.027000           0.0            5            0
2031-07-13  183.095001  87.315002  183.095001  87.315002           0.0            2            0
2031-07-14  181.363007  87.176003  181.363007  87.176003           0.0            3            0
2031-07-15  180.416000  91.902000  180.416000  91.902000           0.0            7            0
2031-07-16  177.544998  95.589996  177.544998  95.589996           0.0            8            0
2031-07-17  176.123993  96.608002  176.123993  96.608002           0.0            4            0
2031-07-18  175.315002  96.508003  175.315002  96.508003           0.0            8            0
2031-07-19  174.873993  96.980003  174.873993  96.980003           0.0            4            0
2031-07-20  176.908005  94.481003  176.908005  94.481003           0.0            3            0
2031-07-21  179.029007  94.343002  179.029007  94.343002           0.0            1            0
2031-07-22  178.382004  94.206001  178.382004  94.206001           0.0            2            0
2031-07-23  179.487000  92.564003  179.487000  92.564003           0.0            3            0
2031-07-24  177.973999  90.224998  177.973999  90.224998           0.0            5            0
2031-07-25  174.630997  89.362000  174.630997  89.362000           0.0            4            0
2031-07-27  176.824997  91.150002  176.824997  91.150002           0.0            2            0
2031-07-28  180.587997  90.643997  180.587997  90.643997           0.0            6            0
2031-07-29  184.158005  89.693001  184.158005  89.693001           0.0            3            0
2031-07-30  182.526993  91.156998  182.526993  91.156998           0.0            4            0
2031-08-01  184.488007  94.348000  184.488007  94.348000           0.0            5            0
2031-08-02  187.376007  95.750999  187.376007  95.750999           0.0            1            0
2031-08-03  187.417999  99.364998  187.417999  99.364998           0.0            5            0
2031-08-04  189.449997  99.789001  189.449997  99.789001           0.0            1            0
2031-08-05  186.304993 101.177002  186.304993 101.177002           0.0            2            0
2031-08-07  185.755005 106.654999  185.755005 106.654999           0.0            3            0
2031-08-08  186.192993 106.056000  186.192993 106.056000           0.0            1            0
2031-08-09  186.815994 107.858002  186.815994 107.858002           0.0            4            0
2031-08-10  187.860992 108.117996  187.860992 108.117996           0.0            1            0
2031-08-12  197.255005 104.744003  197.255005 104.744003           0.0            2            0
2031-08-13  199.567993 104.481003  199.567993 104.481003           0.0            1            0
2031-08-14  203.106003 105.218002  203.106003 105.218002           0.0            1            0
2031-08-15  205.085999 104.098999  205.085999 104.098999           0.0            2            0
2031-08-16  205.251007 104.787003  205.251007 104.787003           0.0            1            0
2031-08-17  206.378006 107.504997  206.378006 107.504997           0.0            5            0
2031-08-18  203.531998 113.605003  203.531998 113.605003           0.0            3            0
2031-08-19  201.348007 116.038002  201.348007 116.038002           0.0            1            0
2031-08-20  203.503006 117.530998  203.503006 117.530998           0.0            4            0
2031-08-21  207.522003 116.758003  207.522003 116.758003           0.0            1            0
2031-08-22  206.195007 114.463997  206.195007 114.463997           0.0            1            0
2031-08-23  207.016006 114.075996  207.016006 114.075996           0.0            3            0
2031-08-24  208.783997 111.917000  208.783997 111.917000           0.0            2            0
2031-08-25  212.684006 111.307999  212.684006 111.307999           0.0            3            0
2031-08-26  210.095993 106.101997  210.095993 106.101997           0.0            2            0
2031-08-27  211.863998 105.453003  211.863998 105.453003           0.0            2            0
2031-08-28  213.595001 106.654999  213.595001 106.654999           0.0            1            0
2031-08-29  215.688004 107.452003  215.688004 107.452003           0.0            2            0
2031-08-30  217.356995 107.735001  217.356995 107.735001           0.0            1            0
2031-08-31  218.136002 106.983002  218.136002 106.983002           0.0            4            0
2031-09-02  211.945007 105.530998  211.945007 105.530998           0.0            2            0
2031-09-03  213.410995 106.073997  213.410995 106.073997           0.0            1            0
2031-09-04  216.246002 106.140999  216.246002 106.140999           0.0            1            0
2031-09-05  216.156006 106.950996  216.156006 106.950996           0.0            2            0
2031-09-07  209.054993 110.473000  209.054993 110.473000           0.0            3            0
2031-09-08  210.229996 109.157997  210.229996 109.157997           0.0            2            0
2031-09-09  207.901001 109.002998  207.901001 109.002998           0.0            2            0
2031-09-10  206.781998 110.860001  206.781998 110.860001           0.0            3            0
2031-09-11  204.798996 113.148003  204.798996 113.148003           0.0            1            0
2031-09-12  202.477005 117.821999  202.477005 117.821999           0.0            1            0
2031-09-13  202.003998 116.660004  202.003998 116.660004           0.0            1            0
2031-09-14  199.003006 115.865997  199.003006 115.865997           0.0            2            0
2031-09-15  194.794998 114.737000  194.794998 114.737000           0.0            2            0
2031-09-16  195.578995 115.119003  195.578995 115.119003           0.0            1            0
2031-09-17  196.819000 116.400002  196.819000 116.400002           0.0            1            0
2031-09-18  197.442001 118.138000  197.442001 118.138000           0.0            2            0
2031-09-20  194.544998 113.615997  194.544998 113.615997           0.0            1            0
2031-09-21  193.735001 112.987000  193.735001 112.987000           0.0            1            0
2031-09-22  194.567993 114.726997  194.567993 114.726997           0.0            1            0
2031-09-23  195.188004 116.463997  195.188004 116.463997           0.0            2            0
2031-09-26  189.914993 115.855003  189.914993 115.855003           0.0            1            0
2031-09-27  185.130005 114.476997  185.130005 114.476997           0.0            2            0
2031-09-28  175.951996 118.288002  175.951996 118.288002           0.0            2            0
2031-09-30  171.192001 116.064003  171.192001 116.064003           0.0            1            0
2031-10-02  164.345001 116.880997  164.345001 116.880997           0.0            2            0
2031-10-03  161.876999 118.110001  161.876999 118.110001           0.0            3            0
2031-10-04  157.408005 115.302002  157.408005 115.302002           0.0            1            0
2031-10-05  156.001007 116.045998  156.001007 116.045998           0.0            4            0
2031-10-06  155.235001 117.195000  155.235001 117.195000           0.0            1            0
2031-10-09  154.572998 119.855003  154.572998 119.855003           0.0            1            0
2031-10-10  155.690994 120.267998  155.690994 120.267998           0.0            1            0
2031-10-11  155.462006 120.834000  155.462006 120.834000           0.0            1            0
2031-10-14  151.263000 121.515999  151.263000 121.515999           0.0            1            0
2031-10-15  150.037994 123.417999  150.037994 123.417999           0.0            1            0
2031-10-16  150.097000 124.570999  150.097000 124.570999           0.0            1            0
2031-10-17  150.787994 124.467003  150.787994 124.467003           0.0            2            0
2031-10-21  143.626007 123.611000  143.626007 123.611000           0.0            2            0
2031-10-22  143.085007 121.410004  143.085007 121.410004           0.0            1            0
2031-10-23  141.490997 120.948997  141.490997 120.948997           0.0            2            0
2031-10-25  139.524994 122.339996  139.524994 122.339996           0.0            3            0
2031-10-26  137.408005 122.945000  137.408005 122.945000           0.0            2            0
2031-10-27  131.774002 121.613998  131.774002 121.613998           0.0            3            0
2031-10-28  126.810997 120.660004  126.810997 120.660004           0.0            1            0
2031-10-29  123.765999 122.309998  123.765999 122.309998           0.0            2            0
2031-10-30  121.612999 123.815002  121.612999 123.815002           0.0            1            0
2031-10-31  121.251999 124.236000  121.251999 124.236000           0.0            2            0
2031-11-01  120.686996 124.572998  120.686996 124.572998           0.0            1            0
2031-11-02  120.139999 124.725998  120.139999 124.725998           0.0            1            0
2031-11-03  119.304001 124.297997  119.304001 124.297997           0.0            1            0
2031-11-04  118.599998 124.007004  118.599998 124.007004           0.0            2            0
2031-11-05  116.929001 122.916000  116.929001 122.916000           0.0            1            0
2031-11-06  116.157997 122.884003  116.157997 122.884003           0.0            1            0
2031-11-07  116.107002 122.850998  116.107002 122.850998           0.0            1            0
2031-11-08  116.072998 122.862999  116.072998 122.862999           0.0            1            0
2031-11-09  115.454002 122.686996  115.454002 122.686996           0.0            1            0
2031-11-10  115.172997 122.853996  115.172997 122.853996           0.0            1            0
2031-11-11  114.925003 123.027000  114.925003 123.027000           0.0            1            0
2031-11-12  113.336998 123.858002  113.336998 123.858002           0.0            1            0
2031-11-13  112.447998 123.643997  112.447998 123.643997           0.0            1            0
2031-11-14  110.888000 123.113998  110.888000 123.113998           0.0            1            0
2031-11-15  110.856003 123.078003  110.856003 123.078003           0.0            1            0
2031-11-16  110.726997 123.181000  110.726997 123.181000           0.0            1            0
2031-11-17  110.362999 122.916000  110.362999 122.916000           0.0            1            0
2031-11-18  110.293999 122.890999  110.293999 122.890999           0.0            1            0
2031-11-19  110.068001 122.705002  110.068001 122.705002           0.0            1            0
2031-11-20  109.693001 122.722000  109.693001 122.722000           0.0            1            0
2031-11-21  109.445999 122.750000  109.445999 122.750000           0.0            1            0
2031-11-22  109.449997 122.737999  109.449997 122.737999           0.0            1            0
2031-11-23  109.439003 122.747002  109.439003 122.747002           0.0            1            0
2031-11-24  109.203003 122.459000  109.203003 122.459000           0.0            1            0
2031-11-25  109.045998 122.278999  109.045998 122.278999           0.0            1            0
2031-11-26  109.000999 122.202003  109.000999 122.202003           0.0            1            0
2031-11-27  108.956001 122.219002  108.956001 122.219002           0.0            1            0
2031-11-28  107.573997 122.116997  107.573997 122.116997           0.0            1            0
2031-11-29  105.054001 121.776001  105.054001 121.776001           0.0            1            0
2031-11-30  103.911003 121.931999  103.911003 121.931999           0.0            1            0
2031-12-01  103.248001 121.583000  103.248001 121.583000           0.0            1            0
2031-12-02  102.992996 121.316002  102.992996 121.316002           0.0            1            0
2031-12-03  102.501999 121.474998  102.501999 121.474998           0.0            1            0
2031-12-04  102.000999 120.637001  102.000999 120.637001           0.0            1            0
2031-12-05  101.250999 120.008003  101.250999 120.008003           0.0            1            0
2031-12-06  101.125999 119.966003  101.125999 119.966003           0.0            1            0
2031-12-07  101.037003 120.015999  101.037003 120.015999           0.0            1            0
2031-12-08  100.351997 119.335999  100.351997 119.335999           0.0            1            0
2031-12-09   98.222000 117.788002   98.222000 117.788002           0.0            1            0
2031-12-10   97.975998 117.773003   97.975998 117.773003           0.0            1            0
2031-12-11   97.347000 117.036003   97.347000 117.036003           0.0            1            0
2031-12-12   97.000999 116.984001   97.000999 116.984001           0.0            1            0
2031-12-13   96.739998 116.836998   96.739998 116.836998           0.0            1            0
2031-12-14   96.343002 116.418999   96.343002 116.418999           0.0            2            0
2031-12-15   96.032997 116.282997   96.032997 116.282997           0.0            2            0
2031-12-16   95.504997 116.055000   95.504997 116.055000           0.0            2            0
2031-12-17   93.884003 114.934998   93.884003 114.934998           0.0            2            0
2031-12-18   93.199997 114.612999   93.199997 114.612999           0.0            2            0
2031-12-19   91.255997 112.511002   91.255997 112.511002           0.0            3            0
2031-12-20   90.930000 112.313004   90.930000 112.313004           0.0            3            0
2031-12-21   90.583000 111.974998   90.583000 111.974998           0.0            3            0
2031-12-22   89.644997 110.990997   89.644997 110.990997           0.0            3            0
2031-12-23   88.183998 109.822998   88.183998 109.822998           0.0            3            0
2031-12-24   85.428001 107.334000   85.428001 107.334000           0.0            2            0
2031-12-25   83.401001 105.652000   83.401001 105.652000           0.0            3            0
2031-12-26   82.364998 105.331001   82.364998 105.331001           0.0            3            0
2031-12-27   80.759003 104.242996   80.759003 104.242996           0.0            3            0
2031-12-28   80.436996 104.163002   80.436996 104.163002           0.0            3            0
2031-12-29   80.246002 103.964996   80.246002 103.964996           0.0            3            0
2031-12-30   79.799004 103.426003   79.799004 103.426003           0.0            3            0
2031-12-31   79.148003 103.362000   79.148003 103.362000           0.0            3            0

================================================================================
ISI - Timesteps with Differences
================================================================================
      Date  Mean (Ref)  Std (Ref)  Mean (New)  Std (New)  Max Abs Diff  Value Diffs  NaN Changes
2031-01-01       2.053      1.738       2.053      1.738         0.000         4976            0
2031-01-02       1.123      1.227       1.123      1.227         0.000         6808            0
2031-01-03       0.832      0.961       0.832      0.961         0.000         7792            0
2031-01-04       0.636      0.681       0.636      0.681         0.000         8497            0
2031-01-05       0.499      0.505       0.499      0.505         0.000         9033            0
2031-01-06       0.437      0.455       0.437      0.455         0.000         9316            0
2031-01-07       0.462      0.449       0.462      0.449         0.000         9241            0
2031-01-08       0.551      0.520       0.551      0.520         0.000         9105            0
2031-01-09       0.707      0.649       0.707      0.649         0.000         8851            0
2031-01-10       0.639      0.659       0.639      0.659         0.000         8835            0
2031-01-11       0.556      0.603       0.556      0.603         0.000         9071            0
2031-01-12       0.520      0.531       0.520      0.531         0.000         9071            0
2031-01-13       0.395      0.434       0.395      0.434         0.000         9189            0
2031-01-14       0.421      0.416       0.421      0.416         0.000         9060            0
2031-01-15       0.483      0.443       0.483      0.443         0.000         9039            0
2031-01-16       0.449      0.442       0.449      0.442         0.000         8946            0
2031-01-17       0.357      0.420       0.357      0.420         0.000         9350            0
2031-01-18       0.387      0.472       0.387      0.472         0.000         9481            0
2031-01-19       0.425      0.456       0.425      0.456         0.000         9411            0
2031-01-20       0.579      0.517       0.579      0.517         0.000         9133            0
2031-01-21       0.615      0.663       0.615      0.663         0.000         9177            0
2031-01-22       0.645      0.732       0.645      0.732         0.000         9190            0
2031-01-23       0.647      0.706       0.647      0.706         0.000         9128            0
2031-01-24       0.670      0.716       0.670      0.716         0.000         9024            0
2031-01-25       0.646      0.696       0.646      0.696         0.000         9087            0
2031-01-26       0.639      0.687       0.639      0.687         0.000         9020            0
2031-01-27       0.604      0.491       0.604      0.491         0.000         8975            0
2031-01-28       0.618      0.542       0.618      0.542         0.000         8817            0
2031-01-29       0.575      0.628       0.575      0.628         0.000         8943            0
2031-01-30       0.767      0.698       0.767      0.698         0.000         8618            0
2031-01-31       0.886      0.758       0.886      0.758         0.000         8513            0
2031-02-01       0.937      0.632       0.937      0.632         0.000         8202            0
2031-02-02       0.882      0.632       0.882      0.632         0.000         8022            0
2031-02-03       0.847      0.502       0.847      0.502         0.000         7748            0
2031-02-04       0.858      0.558       0.858      0.558         0.000         7805            0
2031-02-05       0.885      0.729       0.885      0.729         0.000         8100            0
2031-02-06       1.021      0.838       1.021      0.838         0.000         7934            0
2031-02-07       1.027      0.793       1.027      0.793         0.000         7672            0
2031-02-08       0.977      0.602       0.977      0.602         0.000         7412            0
2031-02-09       0.947      0.613       0.947      0.613         0.000         7362            0
2031-02-10       0.905      0.552       0.905      0.552         0.000         7325            0
2031-02-11       0.931      0.584       0.931      0.584         0.000         7363            0
2031-02-12       1.017      0.785       1.017      0.785         0.000         7673            0
2031-02-13       1.131      1.015       1.131      1.015         0.000         7658            0
2031-02-14       1.051      0.651       1.051      0.651         0.000         7622            0
2031-02-15       1.103      0.634       1.103      0.634         0.000         7399            0
2031-02-16       1.096      0.784       1.096      0.784         0.000         7688            0
2031-02-17       1.191      0.685       1.191      0.685         0.000         7562            0
2031-02-18       1.431      0.783       1.431      0.783         0.000         7211            0
2031-02-19       1.537      0.754       1.537      0.754         0.000         6932            0
2031-02-20       1.356      0.720       1.356      0.720         0.000         7089            0
2031-02-21       1.217      1.082       1.217      1.082         0.000         7396            0
2031-02-22       1.020      0.754       1.020      0.754         0.048         7760            0
2031-02-23       0.935      0.653       0.935      0.653         0.101         7687            0
2031-02-24       0.883      0.689       0.883      0.689         0.013         8008            0
2031-02-25       0.739      0.638       0.739      0.638         0.026         8370            0
2031-02-26       0.765      0.666       0.765      0.666         0.060         8410            0
2031-02-27       0.800      0.571       0.801      0.570         0.097         8271           11
2031-02-28       0.823      0.588       0.825      0.586         0.208         8017          128
2031-03-01       1.001      0.748       1.003      0.745         0.244         7818          128
2031-03-02       1.270      0.834       1.267      0.830         0.160         7615          128
2031-03-03       1.507      0.881       1.503      0.877         0.261         7255          128
2031-03-04       1.723      0.787       1.718      0.787         0.184         7086          128
2031-03-05       1.601      0.716       1.595      0.715         0.168         6814          128
2031-03-06       1.630      0.715       1.624      0.714         0.142         6599          128
2031-03-07       1.651      0.828       1.642      0.828         0.122         6502          128
2031-03-08       1.622      0.882       1.615      0.881         0.153         6463          128
2031-03-09       1.501      1.165       1.496      1.161         0.098         6650          128
2031-03-10       1.435      1.174       1.433      1.169         0.110         7183          128
2031-03-11       1.140      1.114       1.139      1.108         0.088         7552          128
2031-03-12       0.948      0.869       0.951      0.866         0.086         7888          128
2031-03-13       1.062      0.960       1.069      0.957         0.034         7819          128
2031-03-14       1.110      1.065       1.112      1.061         0.030         8011          128
2031-03-15       0.998      0.914       0.999      0.909         0.021         7935          128
2031-03-16       1.000      1.018       1.003      1.014         0.018         8155          128
2031-03-17       1.046      1.160       1.045      1.157         0.017         8480          128
2031-03-18       1.003      0.956       0.996      0.953         0.009         8428          128
2031-03-19       1.093      0.982       1.083      0.983         0.004         8236          128
2031-03-20       1.183      1.146       1.174      1.145         0.022         8365          128
2031-03-21       1.117      1.168       1.112      1.164         0.002         8612          128
2031-03-22       1.150      1.075       1.145      1.071         0.001         8234          128
2031-03-23       1.113      1.024       1.102      1.024         0.002         8269          128
2031-03-24       1.372      1.214       1.359      1.214         0.007         7921          128
2031-03-25       1.308      1.058       1.296      1.059         0.000         7838          128
2031-03-26       1.486      1.178       1.473      1.180         0.002         7704          128
2031-03-27       1.310      1.152       1.301      1.151         0.017         7838          128
2031-03-28       1.376      1.506       1.366      1.502         0.017         8251          128
2031-03-29       1.022      1.101       1.018      1.098         0.035         8514          128
2031-03-30       0.968      0.987       0.968      0.986         0.061         8484          128
2031-03-31       1.147      1.303       1.140      1.299         0.227         8478          128
2031-04-01       1.410      1.362       1.403      1.357         0.464         8266          128
2031-04-02       1.637      1.233       1.629      1.229         0.560         7880          128
2031-04-03       2.003      1.532       1.996      1.525         0.934         7423          128
2031-04-04       2.324      1.778       2.316      1.770         0.378         7458          128
2031-04-05       2.366      2.200       2.362      2.191         0.386         7418          128
2031-04-06       1.948      1.639       1.944      1.631         0.217         7553          128
2031-04-07       1.950      1.644       1.950      1.636         0.210         7430          128
2031-04-08       2.288      1.782       2.280      1.776         0.209         7213          128
2031-04-09       2.189      1.852       2.181      1.844         0.198         7165          128
2031-04-10       1.820      1.469       1.807      1.469         0.325         7267          128
2031-04-11       1.407      1.153       1.398      1.152         0.079         7528          128
2031-04-12       1.390      1.211       1.385      1.208         0.078         7938          128
2031-04-13       1.807      1.181       1.798      1.180         0.073         7615          128
2031-04-14       2.076      1.279       2.072      1.275         0.083         7486          128
2031-04-15       2.397      1.787       2.392      1.786         0.064         7487          128
2031-04-16       1.503      1.411       1.498      1.405         0.187         7973          128
2031-04-17       1.758      1.854       1.763      1.847         0.000         8462          128
2031-04-18       1.915      2.205       1.907      2.195         0.001         8265          128
2031-04-19       1.961      2.161       1.953      2.152         0.001         7994          128
2031-04-20       1.690      1.442       1.688      1.437         0.000         7805          128
2031-04-21       1.850      1.523       1.849      1.516         0.000         7957          128
2031-04-22       2.064      1.764       2.073      1.763         0.002         7884          128
2031-04-23       2.030      2.021       2.040      2.014         0.006         7709          128
2031-04-24       1.956      2.000       1.975      2.002         0.015         7835          128
2031-04-25       1.853      1.761       1.862      1.762         0.000         7949          128
2031-04-26       1.569      1.656       1.563      1.652         0.000         8238          128
2031-04-27       1.503      1.820       1.495      1.814         0.007         8477          128
2031-04-28       1.804      2.053       1.797      2.046         0.019         8282          128
2031-04-29       1.756      1.934       1.748      1.926         0.029         8177          128
2031-04-30       1.616      1.702       1.612      1.694         0.083         8245          128
2031-05-01       1.307      1.079       1.307      1.074         0.215         8009          128
2031-05-02       1.522      1.417       1.524      1.410         0.180         8069          128
2031-05-03       1.795      1.748       1.793      1.740         0.139         8048          128
2031-05-04       1.606      1.623       1.601      1.617         0.115         8192          128
2031-05-05       2.120      2.135       2.115      2.126         0.116         8065          128
2031-05-06       2.323      1.928       2.314      1.922         0.135         7751          128
2031-05-07       2.587      1.830       2.583      1.825         0.082         7597          128
2031-05-08       2.917      2.233       2.906      2.227         0.065         7720          128
2031-05-09       2.876      2.579       2.867      2.570         0.028         7744          128
2031-05-10       2.737      2.737       2.735      2.727         0.005         8030          128
2031-05-11       3.592      2.967       3.589      2.959         0.004         7515          128
2031-05-12       3.531      2.638       3.519      2.636         0.008         7555          128
2031-05-13       2.788      2.239       2.790      2.240         0.010         7408          128
2031-05-14       2.567      2.037       2.560      2.031         0.025         7324          128
2031-05-15       2.404      2.047       2.400      2.042         0.032         7619          128
2031-05-16       2.291      2.168       2.282      2.162         0.007         7961          128
2031-05-17       1.847      1.839       1.833      1.837         0.018         8010          128
2031-05-18       1.800      2.073       1.789      2.067         0.009         8141          128
2031-05-19       1.909      1.914       1.894      1.911         0.003         8042          128
2031-05-20       2.209      1.945       2.195      1.940         0.002         8015          128
2031-05-21       2.196      1.989       2.185      1.983         0.006         8002          128
2031-05-22       2.520      2.695       2.515      2.685         0.003         7816          128
2031-05-23       2.310      2.485       2.305      2.476         0.003         8072          128
2031-05-24       2.179      2.444       2.164      2.436         0.004         8082          128
2031-05-25       1.773      1.723       1.766      1.716         0.007         7936          128
2031-05-26       1.774      1.975       1.761      1.969         0.004         8355          128
2031-05-27       1.875      1.906       1.857      1.905         0.009         8391          128
2031-05-28       1.739      1.864       1.722      1.863         0.007         8511          128
2031-05-29       1.952      2.576       1.933      2.570         0.000         8539          128
2031-05-30       2.142      2.307       2.122      2.304         0.000         8267          128
2031-05-31       2.898      2.551       2.877      2.548         0.106         7876          128
2031-06-01       3.134      2.327       3.121      2.321         0.153         8067          128
2031-06-02       2.436      2.117       2.457      2.119         0.214         7857          128
2031-06-03       2.504      2.535       2.529      2.551         0.173         7932          128
2031-06-04       2.740      2.727       2.771      2.739         0.209         7964          128
2031-06-05       2.598      2.726       2.626      2.732         0.083         8010          128
2031-06-06       2.808      2.814       2.821      2.811         0.002         7760          128
2031-06-07       2.553      2.445       2.559      2.440         0.027         7724          128
2031-06-08       2.062      2.166       2.072      2.166         0.102         8043          128
2031-06-09       2.304      2.704       2.320      2.716         0.044         8291          128
2031-06-10       2.473      2.372       2.483      2.381         0.018         8161          128
2031-06-11       2.748      2.522       2.728      2.517         0.145         7972          128
2031-06-12       3.339      3.231       3.327      3.217         0.349         7839          128
2031-06-13       3.643      3.502       3.636      3.488         0.325         7945          128
2031-06-14       3.195      2.720       3.200      2.725         0.323         7730          128
2031-06-15       3.066      2.656       3.064      2.654         0.260         7543          128
2031-06-16       3.169      2.830       3.173      2.832         0.309         7615          128
2031-06-17       3.204      3.251       3.199      3.238         0.008         7889          128
2031-06-18       3.132      3.129       3.119      3.117         0.127         7832          128
2031-06-19       2.705      2.422       2.698      2.420         0.005         7834          128
2031-06-20       2.531      2.088       2.520      2.082         0.009         7752          128
2031-06-21       3.072      2.235       3.055      2.231         0.008         7711          128
2031-06-22       3.303      2.528       3.305      2.522         0.001         7645          128
2031-06-23       3.390      2.871       3.393      2.864         0.001         7493          128
2031-06-24       3.313      2.613       3.311      2.602         0.001         7419          128
2031-06-25       3.348      2.882       3.350      2.869         0.000         7570          128
2031-06-26       2.985      2.466       2.982      2.462         0.000         7384          128
2031-06-27       3.246      2.276       3.236      2.268         0.000         7517          128
2031-06-28       3.575      2.839       3.564      2.831         0.000         7478          128
2031-06-29       2.997      2.756       2.997      2.744         0.000         7862          128
2031-06-30       2.999      2.790       3.025      2.790         0.000         8214          128
2031-07-01       3.318      3.078       3.333      3.067         0.000         8121          131
2031-07-02       2.941      2.713       2.961      2.709         0.000         7986          131
2031-07-03       2.460      2.710       2.471      2.707         0.000         7951          131
2031-07-04       2.366      2.529       2.368      2.525         0.000         8233          131
2031-07-05       2.639      2.504       2.629      2.497         0.000         8088          131
2031-07-06       2.966      2.859       2.960      2.847         0.000         7961          131
2031-07-07       3.380      3.170       3.395      3.162         0.000         8189          131
2031-07-08       3.056      2.844       3.079      2.843         0.000         8116          131
2031-07-09       3.135      2.872       3.147      2.880         0.000         8051          131
2031-07-10       2.616      2.519       2.594      2.515         0.000         7887          131
2031-07-11       2.282      2.244       2.265      2.239         0.000         8077          131
2031-07-12       2.528      2.982       2.505      2.975         0.000         8273          131
2031-07-13       2.690      3.006       2.664      3.002         0.000         8045          131
2031-07-14       2.158      2.225       2.148      2.217         0.000         8310          131
2031-07-15       2.463      2.055       2.464      2.047         0.000         7999          131
2031-07-16       2.801      2.644       2.793      2.635         0.000         8151          131
2031-07-17       1.902      2.292       1.890      2.284         0.000         8317          131
2031-07-18       1.670      2.008       1.658      2.001         0.000         8331          131
2031-07-19       1.739      1.778       1.732      1.771         0.000         8533          131
2031-07-20       2.080      2.072       2.077      2.065         0.000         8180          131
2031-07-21       2.063      2.171       2.074      2.167         0.000         8173          131
2031-07-22       1.556      1.519       1.570      1.537         0.000         8352          131
2031-07-23       1.884      1.925       1.870      1.921         0.000         8278          131
2031-07-24       2.214      2.254       2.199      2.248         0.000         8052          131
2031-07-25       2.777      2.870       2.761      2.860         0.000         8576          131
2031-07-26       2.701      2.951       2.688      2.940         0.000         8485          131
2031-07-27       2.472      2.728       2.458      2.720         0.000         8482          131
2031-07-28       2.471      2.273       2.449      2.271         0.000         8173          131
2031-07-29       2.149      2.092       2.129      2.091         0.000         7909          131
2031-07-30       1.978      2.044       1.966      2.037         0.000         8163          131
2031-07-31       2.534      2.612       2.530      2.602         0.000         8164          131
2031-08-01       3.087      2.681       3.071      2.673         0.000         7907          131
2031-08-02       3.224      2.386       3.214      2.381         0.000         7627          131
2031-08-03       3.332      2.619       3.321      2.611         0.000         7376          131
2031-08-04       3.617      2.686       3.591      2.685         0.000         7527          131
2031-08-05       3.432      3.250       3.404      3.245         0.000         7766          131
2031-08-06       2.561      2.745       2.546      2.735         0.000         8021          131
2031-08-07       2.066      2.105       2.064      2.098         0.000         8425          131
2031-08-08       2.099      2.125       2.091      2.117         0.000         8047          131
2031-08-09       2.403      2.509       2.388      2.501         0.000         8204          131
2031-08-10       2.769      2.532       2.753      2.525         0.000         8259          131
2031-08-11       3.407      2.520       3.399      2.509         0.000         7686          131
2031-08-12       3.614      2.302       3.606      2.294         0.000         7345          131
2031-08-13       3.589      2.479       3.599      2.470         0.000         7063          131
2031-08-14       3.462      2.676       3.472      2.670         0.000         7230          131
2031-08-15       3.332      3.150       3.307      3.144         0.000         7623          131
2031-08-16       2.458      2.496       2.444      2.488         0.000         7918          131
2031-08-17       2.118      2.207       2.112      2.198         0.000         8207          131
2031-08-18       2.240      1.836       2.241      1.829         0.000         8020          131
2031-08-19       2.948      2.075       2.943      2.068         0.000         7806          131
2031-08-20       3.210      2.420       3.215      2.413         0.000         7697          131
2031-08-21       3.397      2.286       3.400      2.280         0.000         7128          131
2031-08-22       2.952      2.311       2.962      2.305         0.000         7798          131
2031-08-23       2.465      2.583       2.476      2.575         0.000         7751          131
2031-08-24       2.021      2.161       2.022      2.155         0.000         7949          131
2031-08-25       2.175      1.867       2.173      1.862         0.000         7663          131
2031-08-26       2.167      2.437       2.153      2.428         0.000         7949          131
2031-08-27       2.424      2.521       2.404      2.516         0.000         8125          131
2031-08-28       1.822      1.869       1.809      1.864         0.000         8228          131
2031-08-29       2.021      1.973       2.013      1.965         0.000         7990          131
2031-08-30       1.798      1.790       1.798      1.782         0.000         8193          131
2031-08-31       1.854      1.730       1.861      1.725         0.000         8292          131
2031-09-01       2.477      2.378       2.485      2.373         0.000         8228          131
2031-09-02       2.438      2.800       2.423      2.791         0.000         8231          131
2031-09-03       2.833      2.865       2.817      2.854         0.000         7988          131
2031-09-04       3.889      2.890       3.884      2.879         0.000         7707          131
2031-09-05       3.080      2.492       3.072      2.482         0.000         7423          131
2031-09-06       3.437      3.027       3.411      3.023         0.000         7774          131
2031-09-07       3.605      3.536       3.578      3.529         0.000         7804          131
2031-09-08       3.711      3.386       3.685      3.381         0.000         7841          131
2031-09-09       2.942      2.963       2.931      2.958         0.000         8020          131
2031-09-10       2.273      2.563       2.262      2.555         0.000         8162          131
2031-09-11       1.826      1.842       1.822      1.836         0.000         8042          131
2031-09-12       1.383      1.297       1.381      1.291         0.000         8199          131
2031-09-13       1.370      1.469       1.364      1.464         0.000         8292          131
2031-09-14       1.281      1.230       1.279      1.224         0.000         8585          131
2031-09-15       1.711      1.557       1.711      1.550         0.000         8599          131
2031-09-16       2.824      3.031       2.819      3.017         0.000         8276          131
2031-09-17       2.524      1.839       2.528      1.830         0.000         7948          131
2031-09-18       2.354      1.844       2.355      1.835         0.000         8077          131
2031-09-19       1.901      1.718       1.895      1.713         0.000         8090          131
2031-09-20       2.139      2.306       2.119      2.303         0.000         8170          131
2031-09-21       2.423      2.437       2.400      2.435         0.000         7772          131
2031-09-22       2.637      2.817       2.613      2.812         0.000         7820          131
2031-09-23       2.467      2.803       2.450      2.794         0.000         7873          131
2031-09-24       1.752      1.797       1.743      1.791         0.000         7831          131
2031-09-25       1.870      1.800       1.861      1.794         0.000         8181          131
2031-09-26       1.403      1.529       1.399      1.522         0.000         8383          131
2031-09-27       1.041      1.251       1.042      1.245         0.000         8745          131
2031-09-28       1.058      1.616       1.062      1.609         0.000         9058          131
2031-09-29       1.345      1.517       1.350      1.511         0.000         8718          131
2031-09-30       1.290      1.307       1.298      1.303         0.000         8634          131
2031-10-01       0.957      1.022       0.966      1.021         0.000         8917          131
2031-10-02       0.954      0.965       0.973      0.982         0.000         8940          131
2031-10-03       1.242      1.473       1.255      1.472         0.000         8699          131
2031-10-04       1.063      1.312       1.071      1.317         0.000         9062          131
2031-10-05       1.002      1.284       0.995      1.279         0.000         8730          131
2031-10-06       1.146      1.003       1.141      1.000         0.000         8292          131
2031-10-07       1.302      0.982       1.295      0.980         0.000         7887          131
2031-10-08       1.293      1.206       1.288      1.201         0.000         8100          131
2031-10-09       1.162      1.355       1.156      1.351         0.000         8603          131
2031-10-10       1.216      1.232       1.211      1.228         0.000         8270          131
2031-10-11       1.031      1.186       1.027      1.181         0.000         8512          131
2031-10-12       1.004      1.027       1.003      1.021         0.000         8630          131
2031-10-13       1.335      1.293       1.330      1.289         0.000         8634          131
2031-10-14       1.286      1.210       1.281      1.206         0.000         8668          131
2031-10-15       1.245      1.215       1.247      1.211         0.000         8676          131
2031-10-16       1.502      1.495       1.502      1.491         0.000         8517          131
2031-10-17       1.537      1.314       1.535      1.309         0.000         8157          131
2031-10-18       1.346      1.447       1.350      1.444         0.000         8145          131
2031-10-19       0.882      0.973       0.879      0.970         0.000         8683          131
2031-10-20       0.751      1.049       0.756      1.049         0.000         8998          131
2031-10-21       0.684      0.811       0.686      0.808         0.000         9034          131
2031-10-22       0.792      0.752       0.800      0.755         0.000         8936          131
2031-10-23       0.853      0.984       0.866      0.992         0.000         8921          131
2031-10-24       0.778      0.951       0.794      0.960         0.000         9169          131
2031-10-25       0.798      1.002       0.808      1.002         0.000         9275          131
2031-10-26       0.648      0.749       0.653      0.748         0.000         9227          131
2031-10-27       0.482      0.649       0.486      0.650         0.000         9658          131
2031-10-28       0.640      0.756       0.641      0.754         0.000         9535          131
2031-10-29       0.600      0.765       0.604      0.763         0.000         9704          131
2031-10-30       0.628      0.740       0.635      0.740         0.000         9638          131
2031-10-31       0.818      0.826       0.826      0.829         0.000         9289          131
2031-11-01       0.807      0.763       0.813      0.767         0.000         9019          131
2031-11-02       0.805      0.702       0.806      0.701         0.000         8735          131
2031-11-03       0.804      0.711       0.806      0.711         0.000         8823          131
2031-11-04       0.822      0.693       0.819      0.691         0.000         8713          131
2031-11-05       0.713      0.766       0.708      0.764         0.000         8940          131
2031-11-06       0.711      0.820       0.705      0.818         0.000         9096          131
2031-11-07       0.916      0.889       0.910      0.887         0.000         8864          131
2031-11-08       1.142      1.113       1.137      1.108         0.000         8709          131
2031-11-09       1.018      0.996       1.017      0.992         0.000         8701          131
2031-11-10       0.933      0.922       0.934      0.918         0.000         8635          131
2031-11-11       0.974      0.756       0.973      0.753         0.000         8304          131
2031-11-12       0.893      0.738       0.891      0.735         0.000         8183          131
2031-11-13       0.715      0.787       0.714      0.784         0.000         8524          131
2031-11-14       0.550      0.722       0.549      0.719         0.000         8954          131
2031-11-15       0.471      0.593       0.473      0.592         0.000         9034          131
2031-11-16       0.619      0.594       0.627      0.601         0.000         8687          131
2031-11-17       0.625      0.567       0.623      0.566         0.000         8598          131
2031-11-18       0.621      0.517       0.619      0.516         0.000         8362          131
2031-11-19       0.674      0.540       0.672      0.539         0.000         8382          131
2031-11-20       0.664      0.536       0.660      0.536         0.000         8405          131
2031-11-21       0.726      0.565       0.727      0.571         0.000         8556          131
2031-11-22       0.838      0.567       0.840      0.567         0.000         8229          131
2031-11-23       0.939      0.603       0.947      0.606         0.000         8040          131
2031-11-24       1.008      0.685       1.022      0.699         0.000         7789          131
2031-11-25       1.023      0.682       1.028      0.681         0.000         7625          131
2031-11-26       1.052      0.631       1.052      0.629         0.000         7469          131
2031-11-27       0.957      0.548       0.955      0.546         0.000         7275          131
2031-11-28       0.836      0.569       0.835      0.567         0.000         7516          131
2031-11-29       0.708      0.701       0.708      0.698         0.000         8066          131
2031-11-30       0.661      0.774       0.662      0.771         0.000         8519          131
2031-12-01       0.700      0.714       0.700      0.712         0.000         8592          131
2031-12-02       0.701      0.679       0.701      0.677         0.000         8568          131
2031-12-03       0.584      0.695       0.585      0.692         0.000         9008          131
2031-12-04       0.527      0.693       0.530      0.692         0.000         9474          131
2031-12-05       0.514      0.548       0.519      0.548         0.000         9345          131
2031-12-06       0.500      0.424       0.504      0.423         0.000         9040          131
2031-12-07       0.560      0.455       0.563      0.455         0.000         8863          131
2031-12-08       0.694      0.528       0.697      0.527         0.000         8527          131
2031-12-09       0.502      0.508       0.506      0.507         0.000         8972          131
2031-12-10       0.600      0.633       0.609      0.636         0.000         8995          131
2031-12-11       0.546      0.565       0.554      0.567         0.000         8693          131
2031-12-12       0.499      0.525       0.509      0.533         0.000         9192          131
2031-12-13       0.588      0.758       0.597      0.759         0.000         9155          131
2031-12-14       0.523      0.501       0.530      0.504         0.000         8894          131
2031-12-15       0.519      0.429       0.526      0.432         0.000         8779          131
2031-12-16       0.540      0.574       0.557      0.597         0.000         9006          131
2031-12-17       0.392      0.552       0.395      0.556         0.000         9349          131
2031-12-18       0.369      0.465       0.372      0.466         0.000         9495          131
2031-12-19       0.346      0.514       0.355      0.529         0.000         9767          131
2031-12-20       0.379      0.524       0.386      0.526         0.000         9676          131
2031-12-21       0.412      0.527       0.414      0.526         0.000         9657          131
2031-12-22       0.428      0.463       0.430      0.462         0.000         9519          131
2031-12-23       0.486      0.566       0.485      0.564         0.000         9301          131
2031-12-24       0.590      0.691       0.588      0.688         0.000         9101          131
2031-12-25       0.702      0.937       0.697      0.934         0.000         8940          131
2031-12-26       0.585      0.592       0.582      0.590         0.000         8662          131
2031-12-27       0.642      0.653       0.639      0.650         0.000         8607          131
2031-12-28       0.629      0.753       0.627      0.749         0.000         8509          131
2031-12-29       0.493      0.517       0.491      0.515         0.000         8850          131
2031-12-30       0.494      0.476       0.492      0.475         0.000         8854          131
2031-12-31       0.647      0.591       0.646      0.590         0.000         8685          131

================================================================================
BUI - Timesteps with Differences
================================================================================
      Date  Mean (Ref)  Std (Ref)  Mean (New)  Std (New)  Max Abs Diff  Value Diffs  NaN Changes
2031-01-01    5.282000   1.232000    5.282000   1.232000         0.000          541            0
2031-01-02    4.491000   1.661000    4.491000   1.661000         0.000          577            0
2031-01-03    4.139000   1.698000    4.139000   1.698000         0.000          551            0
2031-01-04    3.796000   1.768000    3.796000   1.768000         0.000          536            0
2031-01-05    3.261000   1.855000    3.261000   1.855000         0.000          513            0
2031-01-06    2.699000   2.052000    2.699000   2.052000         0.000          427            0
2031-01-07    2.408000   2.064000    2.408000   2.064000         0.000          377            0
2031-01-08    2.264000   2.067000    2.264000   2.067000         0.000          350            0
2031-01-09    2.176000   2.079000    2.176000   2.079000         0.000          350            0
2031-01-10    1.935000   2.002000    1.935000   2.002000         0.000          342            0
2031-01-11    1.695000   1.981000    1.695000   1.981000         0.000          331            0
2031-01-12    1.464000   1.921000    1.464000   1.921000         0.000          329            0
2031-01-13    1.363000   1.949000    1.363000   1.949000         0.000          261            0
2031-01-14    1.288000   1.944000    1.288000   1.944000         0.000          242            0
2031-01-15    1.229000   1.920000    1.229000   1.920000         0.000          237            0
2031-01-16    1.226000   1.918000    1.226000   1.918000         0.000          246            0
2031-01-17    1.132000   1.925000    1.132000   1.925000         0.000          227            0
2031-01-18    1.088000   1.926000    1.088000   1.926000         0.000          187            0
2031-01-19    1.069000   1.928000    1.069000   1.928000         0.000          180            0
2031-01-20    1.060000   1.928000    1.060000   1.928000         0.000          180            0
2031-01-21    1.062000   1.927000    1.062000   1.927000         0.000          180            0
2031-01-22    1.052000   1.930000    1.052000   1.930000         0.000          173            0
2031-01-23    1.038000   1.929000    1.038000   1.929000         0.000          173            0
2031-01-24    1.008000   1.926000    1.008000   1.926000         0.000          150            0
2031-01-25    0.976000   1.915000    0.976000   1.915000         0.000          129            0
2031-01-26    0.923000   1.842000    0.923000   1.842000         0.000          117            0
2031-01-27    0.897000   1.792000    0.897000   1.792000         0.000          110            0
2031-01-28    0.798000   1.597000    0.798000   1.597000         0.000          114            0
2031-01-29    0.597000   1.214000    0.597000   1.214000         0.000          105            0
2031-01-30    0.575000   1.202000    0.575000   1.202000         0.000          111            0
2031-01-31    0.522000   1.148000    0.522000   1.148000         0.000          111            0
2031-02-01    0.517000   1.146000    0.517000   1.146000         0.000          111            0
2031-02-02    0.508000   1.146000    0.508000   1.146000         0.000          107            0
2031-02-03    0.508000   1.146000    0.508000   1.146000         0.000          107            0
2031-02-04    0.506000   1.145000    0.506000   1.145000         0.000          107            0
2031-02-05    0.454000   1.121000    0.454000   1.121000         0.000           86            0
2031-02-06    0.451000   1.117000    0.451000   1.117000         0.000           86            0
2031-02-07    0.451000   1.117000    0.451000   1.117000         0.000           86            0
2031-02-08    0.443000   1.108000    0.443000   1.108000         0.000           77            0
2031-02-09    0.437000   1.104000    0.437000   1.104000         0.000           74            0
2031-02-10    0.436000   1.104000    0.436000   1.104000         0.000           74            0
2031-02-11    0.437000   1.103000    0.437000   1.103000         0.000           74            0
2031-02-12    0.423000   1.041000    0.423000   1.041000         0.000           72            0
2031-02-13    0.419000   1.038000    0.419000   1.038000         0.000           74            0
2031-02-14    0.381000   0.995000    0.381000   0.995000         0.000           88            0
2031-02-15    0.376000   0.984000    0.376000   0.984000         0.000           83            0
2031-02-16    0.306000   0.850000    0.306000   0.850000         0.000           86            0
2031-02-17    0.312000   0.852000    0.312000   0.852000         0.000           89            0
2031-02-18    0.314000   0.853000    0.314000   0.853000         0.000           89            0
2031-02-19    0.316000   0.853000    0.316000   0.853000         0.000           89            0
2031-02-20    0.301000   0.854000    0.301000   0.854000         0.000           89            0
2031-02-21    0.299000   0.856000    0.299000   0.856000         0.000           78            0
2031-02-22    0.306000   0.857000    0.306000   0.857000         0.000           72            0
2031-02-23    0.287000   0.797000    0.287000   0.797000         0.000           76            0
2031-02-24    0.274000   0.793000    0.274000   0.793000         0.000           75            0
2031-02-25    0.279000   0.785000    0.279000   0.785000         0.000           75            0
2031-02-26    0.279000   0.791000    0.279000   0.791000         0.000           75            0
2031-02-27    0.294000   0.801000    0.294000   0.801000         0.000           75            0
2031-02-28    0.284000   0.809000    0.284000   0.809000         0.000           75            0
2031-03-01    0.285000   0.810000    0.285000   0.810000         0.000           75            0
2031-03-02    0.283000   0.809000    0.283000   0.809000         0.000           75            0
2031-03-03    0.286000   0.817000    0.286000   0.817000         0.000           75            0
2031-03-04    0.295000   0.829000    0.295000   0.829000         0.000           75            0
2031-03-05    0.306000   0.845000    0.306000   0.845000         0.000           75            0
2031-03-06    0.304000   0.843000    0.304000   0.843000         0.000           75            0
2031-03-07    0.297000   0.836000    0.297000   0.836000         0.000           75            0
2031-03-08    0.287000   0.823000    0.287000   0.823000         0.000           75            0
2031-03-09    0.282000   0.823000    0.282000   0.823000         0.000           73            0
2031-03-10    0.280000   0.823000    0.280000   0.823000         0.000           73            0
2031-03-11    0.273000   0.824000    0.273000   0.824000         0.000           72            0
2031-03-12    0.269000   0.824000    0.269000   0.824000         0.000           72            0
2031-03-13    0.269000   0.824000    0.269000   0.824000         0.000           72            0
2031-03-14    0.267000   0.823000    0.267000   0.823000         0.000           53            0
2031-03-15    0.269000   0.824000    0.269000   0.824000         0.000           51            0
2031-03-16    0.315000   0.833000    0.315000   0.833000         0.000           46            0
2031-03-17    0.454000   0.933000    0.454000   0.933000         0.000           49            0
2031-03-18    0.655000   1.031000    0.655000   1.031000         0.000           46            0
2031-03-19    0.887000   1.224000    0.887000   1.224000         0.000           49            0
2031-03-20    1.087000   1.469000    1.087000   1.469000         0.000           58            0
2031-03-21    1.195000   1.648000    1.195000   1.648000         0.000           69            0
2031-03-22    1.252000   1.821000    1.252000   1.821000         0.000           61            0
2031-03-23    1.261000   1.874000    1.261000   1.874000         0.000           51            0
2031-03-24    1.292000   1.850000    1.292000   1.850000         0.000           51            0
2031-03-25    1.386000   2.000000    1.386000   2.000000         0.000           62            0
2031-03-26    1.548000   2.254000    1.548000   2.254000         0.000           64            0
2031-03-27    1.659000   2.584000    1.659000   2.584000         0.000           60            0
2031-03-28    1.866000   2.970000    1.866000   2.970000         0.000           61            0
2031-03-29    1.817000   3.011000    1.817000   3.011000         0.000           68            0
2031-03-30    1.819000   3.066000    1.819000   3.066000         0.000           54            0
2031-03-31    1.734000   3.183000    1.734000   3.183000         0.000           51            0
2031-04-01    2.118000   3.529000    2.118000   3.529000         0.000           45            0
2031-04-02    2.613000   3.746000    2.613000   3.746000         0.000           45            0
2031-04-03    2.980000   3.940000    2.980000   3.940000         0.000           32            0
2031-04-04    3.339000   4.465000    3.339000   4.465000         0.000           20            0
2031-04-05    3.805000   5.102000    3.805000   5.102000         0.000           27            0
2031-04-06    4.242000   5.612000    4.242000   5.612000         0.000           14            0
2031-04-07    4.604000   6.061000    4.604000   6.061000         0.000           15            0
2031-04-08    5.135000   6.622000    5.135000   6.622000         0.000           13            0
2031-04-09    5.387000   7.083000    5.387000   7.083000         0.000           15            0
2031-04-10    5.251000   6.766000    5.251000   6.766000         0.000           11            0
2031-04-11    5.004000   6.079000    5.004000   6.079000         0.000           12            0
2031-04-12    5.031000   6.208000    5.031000   6.208000         0.000            7            0
2031-04-13    5.408000   6.513000    5.408000   6.513000         0.000           11            0
2031-04-14    5.642000   6.639000    5.642000   6.639000         0.000           12            0
2031-04-15    5.784000   6.554000    5.784000   6.554000         0.000           16            0
2031-04-16    5.374000   6.759000    5.374000   6.759000         0.000           15            0
2031-04-17    5.601000   7.432000    5.601000   7.432000         0.000           13            0
2031-04-18    6.331000   7.924000    6.331000   7.924000         0.000           15            0
2031-04-19    7.145000   8.350000    7.145000   8.350000         0.007           17            0
2031-04-20    7.485000   7.948000    7.485000   7.948000         0.007           23            0
2031-04-21    7.634000   7.197000    7.634000   7.197000         0.047           35            0
2031-04-22    8.063000   7.633000    8.063000   7.633000         0.048           49            0
2031-04-23    8.591000   8.312000    8.591000   8.312000         0.086           50            0
2031-04-24    9.088000   8.853000    9.088000   8.853000         0.123           44            0
2031-04-25    9.208000   8.812000    9.208000   8.812000         0.000           16            0
2031-04-26    8.737000   8.984000    8.737000   8.984000         0.000            7            0
2031-04-27    8.302000   9.282000    8.302000   9.282000         0.000           13            0
2031-04-28    8.721000   9.529000    8.721000   9.529000         0.000           12            0
2031-04-29    9.181000   9.728000    9.181000   9.728000         0.000           11            0
2031-04-30    9.457000   9.732000    9.457000   9.732000         0.049           18            0
2031-05-01    9.814000   9.928000    9.814000   9.928000         0.017           14            0
2031-05-02    9.778000   9.580000    9.778000   9.580000         0.000           18            0
2031-05-03   10.083000  10.092000   10.083000  10.092000         0.000           14            0
2031-05-04   10.096000  10.555000   10.096000  10.555000         0.000            9            0
2031-05-05   10.885000  10.967000   10.885000  10.967000         0.000           13            0
2031-05-06   11.746000  10.940000   11.746000  10.940000         0.000           11            0
2031-05-07   12.551000  11.072000   12.551000  11.072000         0.000           10            0
2031-05-08   13.214000  11.516000   13.214000  11.516000         0.000           14            0
2031-05-09   14.248000  12.558000   14.248000  12.558000         0.000            9            0
2031-05-10   14.817000  13.595000   14.817000  13.595000         0.000            7            0
2031-05-11   16.481001  14.445000   16.481001  14.445000         0.000           11            0
2031-05-12   17.940001  15.243000   17.940001  15.243000         0.000            7            0
2031-05-13   17.944000  13.537000   17.944000  13.537000         0.000           10            0
2031-05-14   18.750000  14.100000   18.750000  14.100000         0.000            6            0
2031-05-15   18.849001  14.674000   18.849001  14.674000         0.000            9            0
2031-05-16   18.665001  15.137000   18.665001  15.137000         0.044           17            0
2031-05-17   17.976000  15.023000   17.976000  15.023000         0.043           17            0
2031-05-18   18.181999  15.547000   18.181999  15.547000         0.031           19            0
2031-05-19   18.561001  15.938000   18.561001  15.938000         0.018           13            0
2031-05-20   19.325001  16.121000   19.325001  16.121000         0.016           12            0
2031-05-21   19.854000  15.300000   19.854000  15.300000         0.013           16            0
2031-05-22   20.096001  14.676000   20.096001  14.676000         0.024            9            0
2031-05-23   19.987000  15.243000   19.987000  15.243000         0.045           11            0
2031-05-24   19.969999  15.334000   19.969999  15.334000         0.028           17            0
2031-05-25   20.396000  15.482000   20.396000  15.482000         0.022           14            0
2031-05-26   20.202999  16.695000   20.202999  16.695000         0.049           19            0
2031-05-27   20.702999  17.823000   20.702999  17.823000         0.039           26            0
2031-05-28   19.844999  16.771999   19.844999  16.771999         0.035           16            0
2031-05-29   19.475000  17.153999   19.475000  17.153999         0.007           15            0
2031-05-30   20.386000  17.632000   20.386000  17.632000         0.006           13            0
2031-05-31   22.038000  17.995001   22.038000  17.995001         0.005           17            0
2031-06-01   22.341999  17.863001   22.341999  17.863001         0.066           18            0
2031-06-02   23.073999  18.313000   23.073999  18.313000         0.139           18            0
2031-06-03   23.622999  17.742001   23.622999  17.742001         0.139           15            0
2031-06-04   23.631001  16.753000   23.631001  16.753000         0.138           15            0
2031-06-05   23.865000  16.195000   23.865000  16.195000         0.003           14            0
2031-06-06   24.898001  15.082000   24.898001  15.082000         0.126           13            0
2031-06-07   25.419001  14.592000   25.419001  14.592000         0.124           14            0
2031-06-08   23.561001  14.563000   23.561001  14.563000         0.124           16            0
2031-06-09   22.304001  15.595000   22.304001  15.595000         0.122           15            0
2031-06-10   22.802000  16.232000   22.802000  16.232000         0.172           17            0
2031-06-11   23.254999  16.134001   23.254999  16.134001         0.346           16            0
2031-06-12   24.004999  16.382000   24.004999  16.382000         0.338           18            0
2031-06-13   24.485001  16.923000   24.485001  16.923000         0.335           15            0
2031-06-14   25.846001  17.927999   25.846001  17.927999         0.334           18            0
2031-06-15   27.325001  17.996000   27.326000  17.996000         0.334           13            0
2031-06-16   27.757999  16.879999   27.757999  16.879999         0.330           11            0
2031-06-17   27.662001  17.851000   27.662001  17.851000         0.209           15            0
2031-06-18   28.308001  18.073999   28.308001  18.073999         0.205           12            0
2031-06-19   28.778999  17.987000   28.778999  17.987000         0.039           12            0
2031-06-20   29.612000  19.049000   29.612000  19.049000         0.000            8            0
2031-06-21   32.037998  19.603001   32.037998  19.603001         0.000           11            0
2031-06-22   32.962002  19.374001   32.962002  19.374001         0.000           13            0
2031-06-23   32.703999  19.021000   32.703999  19.021000         0.000            9            0
2031-06-24   33.620998  18.231001   33.620998  18.231001         0.000           10            0
2031-06-25   32.887001  17.788000   32.887001  17.788000         0.000           11            0
2031-06-26   33.220001  18.289000   33.220001  18.289000         0.000            9            0
2031-06-27   35.381001  18.819000   35.381001  18.819000         0.000            8            0
2031-06-28   35.324001  19.122999   35.324001  19.122999         0.000           10            0
2031-06-29   33.771999  21.030001   33.771999  21.030001         0.000           11            0
2031-06-30   32.563999  22.771999   32.563999  22.771999         0.000            8            0
2031-07-01   33.254002  23.872999   33.254002  23.872000         0.109           11            0
2031-07-02   33.431999  23.516001   33.431999  23.516001         0.109           12            0
2031-07-03   32.340000  22.452000   32.340000  22.452000         0.109           10            0
2031-07-04   30.881001  22.615999   30.881001  22.615999         0.108           12            0
2031-07-05   30.156000  21.062000   30.156000  21.062000         0.108           12            0
2031-07-06   29.705999  20.944000   29.705999  20.944000         0.096           10            0
2031-07-07   28.507000  21.152000   28.507000  21.152000         0.096           10            0
2031-07-08   27.940001  22.402000   27.940001  22.402000         0.096           19            0
2031-07-09   27.976999  22.893999   27.976999  22.893999         0.096           18            0
2031-07-10   27.167000  19.979000   27.167000  19.979000         0.060           16            0
2031-07-11   25.573999  18.634001   25.573999  18.634001         0.060           16            0
2031-07-12   24.274000  17.673000   24.274000  17.673000         0.036           16            0
2031-07-13   24.983999  17.995001   24.983999  17.995001         0.034           13            0
2031-07-14   23.246000  15.294000   23.246000  15.294000         0.033           11            0
2031-07-15   22.896000  14.472000   22.896000  14.472000         0.032           12            0
2031-07-16   23.125999  15.795000   23.125999  15.795000         0.024           10            0
2031-07-17   21.855000  15.247000   21.855000  15.247000         0.024           11            0
2031-07-18   20.551001  13.606000   20.551001  13.606000         0.023           13            0
2031-07-19   19.507000  12.400000   19.507000  12.400000         0.022           10            0
2031-07-20   19.944000  11.696000   19.944000  11.696000         0.021           12            0
2031-07-21   20.410000  12.716000   20.410999  12.716000         0.020           11            0
2031-07-22   19.423000  11.756000   19.423000  11.756000         0.019           13            0
2031-07-23   19.285000  11.338000   19.285000  11.338000         0.017           12            0
2031-07-24   18.976999  10.554000   18.976999  10.554000         0.017           10            0
2031-07-25   18.604000  11.112000   18.604000  11.112000         0.016           10            0
2031-07-26   19.120001  12.223000   19.120001  12.223000         0.015           10            0
2031-07-27   19.579000  13.208000   19.579000  13.208000         0.015           10            0
2031-07-28   20.917999  13.328000   20.917999  13.328000         0.014           11            0
2031-07-29   21.632999  13.399000   21.632999  13.399000         0.011           10            0
2031-07-30   21.145000  13.385000   21.145000  13.385000         0.011           10            0
2031-07-31   20.742001  12.897000   20.742001  12.897000         0.011           10            0
2031-08-01   21.875999  13.001000   21.875999  13.001000         0.008           10            0
2031-08-02   23.487000  14.001000   23.487000  14.001000         0.008           10            0
2031-08-03   24.455000  15.263000   24.455000  15.263000         0.008           10            0
2031-08-04   24.746000  14.596000   24.746000  14.596000         0.008           10            0
2031-08-05   23.242001  14.113000   23.242001  14.113000         0.007           12            0
2031-08-06   22.552999  15.063000   22.552999  15.063000         0.007           10            0
2031-08-07   21.516001  15.453000   21.516001  15.453000         0.005           10            0
2031-08-08   21.174999  15.283000   21.174999  15.283000         0.004           11            0
2031-08-09   21.318001  16.086000   21.318001  16.086000         0.003           10            0
2031-08-10   21.615000  16.674999   21.615000  16.674999         0.002           10            0
2031-08-11   23.391001  16.171000   23.391001  16.171000         0.002           10            0
2031-08-12   25.993999  16.719000   25.993999  16.719000         0.002           10            0
2031-08-13   27.329000  17.330999   27.329000  17.330999         0.001           10            0
2031-08-14   28.075001  17.551001   28.075001  17.551001         0.001           10            0
2031-08-15   27.450001  18.257000   27.450001  18.257000         0.001            9            0
2031-08-16   26.118999  18.618000   26.118999  18.618000         0.001            8            0
2031-08-17   25.502001  19.275000   25.502001  19.275000         0.001            8            0
2031-08-18   24.921000  19.922001   24.921000  19.922001         0.001            8            0
2031-08-19   25.188999  20.860001   25.188999  20.860001         0.001            8            0
2031-08-20   25.615999  21.766001   25.615999  21.766001         0.001            8            0
2031-08-21   26.690001  20.938999   26.690001  20.938999         0.001            8            0
2031-08-22   25.382000  19.261000   25.382000  19.261000         0.001            9            0
2031-08-23   24.673000  19.608000   24.673000  19.608000         0.001            8            0
2031-08-24   24.389999  19.415001   24.389999  19.415001         0.000            8            0
2031-08-25   25.180000  18.292999   25.180000  18.292999         0.000            8            0
2031-08-26   23.216999  17.429001   23.216999  17.429001         0.000            8            0
2031-08-27   23.240000  18.313999   23.240000  18.313999         0.000            8            0
2031-08-28   22.662001  18.582001   22.662001  18.582001         0.000            8            0
2031-08-29   22.881001  19.238001   22.881001  19.238001         0.000            8            0
2031-08-30   22.794001  19.782000   22.794001  19.782000         0.000            9            0
2031-08-31   21.868999  19.264999   21.868999  19.264999         0.000            8            0
2031-09-01   21.381001  19.879000   21.381001  19.879000         0.000            9            0
2031-09-02   19.705999  19.525000   19.705999  19.525000         0.000            8            0
2031-09-03   20.233000  19.851999   20.233000  19.851999         0.000            8            0
2031-09-04   22.204000  20.268999   22.204000  20.268999         0.000            8            0
2031-09-05   23.021000  20.257000   23.021000  20.257000         0.000            8            0
2031-09-06   22.632999  20.443001   22.632999  20.443001         0.000            9            0
2031-09-07   22.753000  20.330000   22.753000  20.330000         0.000            8            0
2031-09-08   23.072001  20.087999   23.072001  20.087999         0.000            8            0
2031-09-09   22.341999  20.329000   22.341999  20.329000         0.000            8            0
2031-09-10   21.445000  20.811001   21.445000  20.811001         0.000            8            0
2031-09-11   21.025000  21.634001   21.025000  21.634001         0.000            8            0
2031-09-12   20.304001  21.620001   20.304001  21.620001         0.000            8            0
2031-09-13   18.573000  18.941000   18.573000  18.941000         0.000            8            0
2031-09-14   16.427999  15.786000   16.427999  15.786000         0.000            9            0
2031-09-15   15.868000  15.520000   15.868000  15.520000         0.000            8            0
2031-09-16   16.395000  15.494000   16.395000  15.494000         0.000            8            0
2031-09-17   16.863001  16.139999   16.863001  16.139999         0.000            9            0
2031-09-18   17.042999  16.992001   17.042999  16.992001         0.000            8            0
2031-09-19   16.378000  17.018999   16.378000  17.018999         0.000            8            0
2031-09-20   15.866000  17.028000   15.866000  17.028000         0.000            9            0
2031-09-21   15.984000  16.464001   15.984000  16.464001         0.000            8            0
2031-09-22   16.260000  16.737000   16.260000  16.737000         0.000            8            0
2031-09-23   16.434999  17.094999   16.434999  17.094999         0.000            8            0
2031-09-24   16.275000  17.094000   16.275000  17.094000         0.000            8            0
2031-09-25   16.091000  17.107000   16.091000  17.107000         0.000            8            0
2031-09-26   15.012000  16.653999   15.012000  16.653999         0.000            8            0
2031-09-27   12.989000  14.291000   12.989000  14.291000         0.000            8            0
2031-09-28   11.274000  14.356000   11.274000  14.356000         0.000            8            0
2031-09-29   10.730000  14.190000   10.730000  14.190000         0.000            8            0
2031-09-30   10.379000  14.279000   10.379000  14.279000         0.000            8            0
2031-10-01    8.912000  11.780000    8.912000  11.780000         0.000            8            0
2031-10-02    7.964000  10.284000    7.964000  10.284000         0.000            8            0
2031-10-03    7.514000  10.146000    7.514000  10.146000         0.000            8            0
2031-10-04    6.311000   8.903000    6.311000   8.903000         0.000            8            0
2031-10-05    5.842000   8.621000    5.842000   8.621000         0.000            8            0
2031-10-06    5.991000   8.851000    5.991000   8.851000         0.000            8            0
2031-10-07    6.259000   8.918000    6.259000   8.918000         0.000            9            0
2031-10-08    6.354000   9.471000    6.354000   9.471000         0.000            8            0
2031-10-09    6.218000   9.987000    6.218000   9.987000         0.000            8            0
2031-10-10    6.526000  10.342000    6.526000  10.342000         0.000            8            0
2031-10-11    6.316000  10.119000    6.316000  10.119000         0.000            8            0
2031-10-12    5.887000  10.006000    5.887000  10.006000         0.000            8            0
2031-10-13    5.978000  10.314000    5.978000  10.314000         0.000            8            0
2031-10-14    6.210000  10.734000    6.210000  10.734000         0.000            8            0
2031-10-15    6.454000  11.034000    6.454000  11.034000         0.000            8            0
2031-10-16    6.688000  11.324000    6.688000  11.324000         0.000            8            0
2031-10-17    6.732000  11.294000    6.732000  11.294000         0.000            8            0
2031-10-18    6.556000  11.656000    6.556000  11.656000         0.000            8            0
2031-10-19    5.419000  10.551000    5.419000  10.551000         0.000            8            0
2031-10-20    4.727000   9.980000    4.727000   9.980000         0.000            8            0
2031-10-21    4.181000   8.904000    4.181000   8.904000         0.000            8            0
2031-10-22    3.746000   7.343000    3.746000   7.343000         0.000            8            0
2031-10-23    3.411000   7.313000    3.411000   7.313000         0.000            8            0
2031-10-24    3.514000   7.582000    3.514000   7.582000         0.000            8            0
2031-10-25    3.454000   7.692000    3.454000   7.692000         0.000            8            0
2031-10-26    3.282000   7.792000    3.282000   7.792000         0.000            8            0
2031-10-27    2.828000   7.315000    2.828000   7.315000         0.000            8            0
2031-10-28    2.571000   7.022000    2.571000   7.022000         0.000            8            0
2031-10-29    2.439000   6.997000    2.439000   6.997000         0.000            8            0
2031-10-30    2.434000   6.984000    2.434000   6.984000         0.000            8            0
2031-10-31    2.460000   6.987000    2.460000   6.987000         0.000            8            0
2031-11-01    2.419000   6.959000    2.419000   6.959000         0.000            8            0
2031-11-02    2.265000   6.465000    2.265000   6.465000         0.000            8            0
2031-11-03    2.109000   6.206000    2.109000   6.206000         0.000            6            0
2031-11-04    1.941000   6.139000    1.941000   6.139000         0.000            3            0
2031-11-05    1.737000   6.059000    1.737000   6.059000         0.000            1            0
2031-11-06    1.723000   6.044000    1.723000   6.044000         0.000            1            0
2031-11-07    1.710000   6.047000    1.710000   6.047000         0.000            1            0
2031-11-08    1.671000   6.031000    1.671000   6.031000         0.000            1            0
2031-11-09    1.601000   5.956000    1.601000   5.956000         0.000            1            0
2031-11-10    1.606000   5.954000    1.606000   5.954000         0.000            1            0
2031-11-11    1.609000   5.949000    1.609000   5.949000         0.000            1            0
2031-11-12    1.569000   5.781000    1.569000   5.781000         0.000            1            0
2031-11-13    1.328000   5.293000    1.328000   5.293000         0.000            1            0
2031-11-14    0.984000   4.156000    0.984000   4.156000         0.000            1            0
2031-11-15    0.996000   4.145000    0.996000   4.145000         0.000            1            0
2031-11-16    0.977000   4.158000    0.977000   4.158000         0.000            1            0
2031-11-17    0.943000   4.178000    0.943000   4.178000         0.000            1            0
2031-11-18    0.941000   4.200000    0.941000   4.200000         0.000            1            0
2031-11-19    0.915000   4.200000    0.915000   4.200000         0.000            1            0
2031-11-20    0.857000   4.210000    0.857000   4.210000         0.000            1            0
2031-11-21    0.801000   4.166000    0.801000   4.166000         0.000            1            0
2031-11-22    0.802000   4.167000    0.802000   4.167000         0.000            1            0
2031-11-23    0.799000   4.167000    0.799000   4.167000         0.000            1            0
2031-11-24    0.796000   4.165000    0.796000   4.165000         0.000            1            0

================================================================================
FWI - Timesteps with Differences
================================================================================
      Date  Mean (Ref)  Std (Ref)  Mean (New)  Std (New)  Max Abs Diff  Value Diffs  NaN Changes
2031-01-01       1.424      1.454       1.424      1.454         0.000         5166            0
2031-01-02       0.668      0.953       0.668      0.953         0.000         7052            0
2031-01-03       0.445      0.696       0.445      0.696         0.000         8004            0
2031-01-04       0.299      0.412       0.299      0.412         0.000         8687            0
2031-01-05       0.209      0.240       0.209      0.240         0.000         9118            0
2031-01-06       0.176      0.206       0.176      0.206         0.000         9359            0
2031-01-07       0.175      0.192       0.175      0.192         0.000         9266            0
2031-01-08       0.200      0.223       0.200      0.223         0.000         9114            0
2031-01-09       0.246      0.284       0.246      0.284         0.000         8992            0
2031-01-10       0.213      0.276       0.213      0.276         0.000         8917            0
2031-01-11       0.182      0.234       0.182      0.234         0.000         9117            0
2031-01-12       0.165      0.193       0.165      0.193         0.000         9094            0
2031-01-13       0.128      0.163       0.128      0.163         0.000         9255            0
2031-01-14       0.133      0.153       0.133      0.153         0.000         9144            0
2031-01-15       0.147      0.170       0.147      0.170         0.000         9023            0
2031-01-16       0.138      0.164       0.138      0.164         0.000         9049            0
2031-01-17       0.114      0.162       0.114      0.162         0.000         9380            0
2031-01-18       0.119      0.155       0.119      0.155         0.000         9468            0
2031-01-19       0.131      0.165       0.131      0.165         0.000         9467            0
2031-01-20       0.171      0.193       0.171      0.193         0.000         9164            0
2031-01-21       0.184      0.238       0.184      0.238         0.000         9217            0
2031-01-22       0.193      0.265       0.193      0.265         0.000         9226            0
2031-01-23       0.191      0.250       0.191      0.250         0.000         9197            0
2031-01-24       0.213      0.333       0.213      0.333         0.000         9169            0
2031-01-25       0.221      0.386       0.221      0.386         0.000         9153            0
2031-01-26       0.200      0.325       0.200      0.325         0.000         9082            0
2031-01-27       0.162      0.161       0.162      0.161         0.000         8889            0
2031-01-28       0.152      0.143       0.152      0.143         0.000         8783            0
2031-01-29       0.135      0.160       0.135      0.160         0.000         8948            0
2031-01-30       0.183      0.180       0.183      0.180         0.000         8698            0
2031-01-31       0.213      0.208       0.213      0.208         0.000         8485            0
2031-02-01       0.220      0.167       0.220      0.167         0.000         8253            0
2031-02-02       0.208      0.164       0.208      0.164         0.000         8072            0
2031-02-03       0.203      0.150       0.203      0.150         0.000         7750            0
2031-02-04       0.208      0.168       0.208      0.168         0.000         7866            0
2031-02-05       0.217      0.235       0.217      0.235         0.000         8118            0
2031-02-06       0.261      0.315       0.261      0.315         0.000         7893            0
2031-02-07       0.264      0.332       0.264      0.332         0.000         7790            0
2031-02-08       0.230      0.194       0.230      0.194         0.000         7401            0
2031-02-09       0.221      0.177       0.221      0.177         0.000         7427            0
2031-02-10       0.209      0.150       0.209      0.150         0.000         7291            0
2031-02-11       0.213      0.148       0.213      0.148         0.000         7476            0
2031-02-12       0.228      0.176       0.228      0.176         0.000         7624            0
2031-02-13       0.260      0.266       0.260      0.266         0.000         7594            0
2031-02-14       0.240      0.189       0.240      0.189         0.000         7569            0
2031-02-15       0.248      0.166       0.248      0.166         0.000         7430            0
2031-02-16       0.236      0.169       0.236      0.169         0.000         7709            0
2031-02-17       0.260      0.162       0.260      0.162         0.000         7583            0
2031-02-18       0.315      0.202       0.315      0.202         0.000         7267            0
2031-02-19       0.335      0.188       0.335      0.188         0.000         6952            0
2031-02-20       0.290      0.152       0.290      0.152         0.000         7068            0
2031-02-21       0.268      0.255       0.268      0.255         0.000         7424            0
2031-02-22       0.225      0.172       0.225      0.172         0.010         7762            0
2031-02-23       0.204      0.149       0.204      0.149         0.020         7633            0
2031-02-24       0.193      0.157       0.193      0.157         0.003         7951            0
2031-02-25       0.163      0.150       0.163      0.150         0.007         8369            0
2031-02-26       0.169      0.155       0.169      0.155         0.012         8482            0
2031-02-27       0.178      0.141       0.179      0.141         0.022         8270           11
2031-02-28       0.185      0.162       0.187      0.163         0.042         8083          128
2031-03-01       0.234      0.283       0.235      0.282         0.049         7857          128
2031-03-02       0.288      0.256       0.288      0.256         0.032         7624          128
2031-03-03       0.339      0.264       0.339      0.263         0.052         7324          128
2031-03-04       0.381      0.216       0.381      0.217         0.037         7115          128
2031-03-05       0.365      0.271       0.365      0.270         0.034         6803          128
2031-03-06       0.371      0.264       0.370      0.263         0.028         6554          128
2031-03-07       0.378      0.301       0.377      0.300         0.024         6630          128
2031-03-08       0.360      0.255       0.359      0.254         0.031         6704          128
2031-03-09       0.373      0.500       0.372      0.497         0.020         6745          128
2031-03-10       0.347      0.439       0.347      0.436         0.022         7285          128
2031-03-11       0.281      0.417       0.281      0.415         0.018         7708          128
2031-03-12       0.220      0.255       0.222      0.254         0.017         7882          128
2031-03-13       0.258      0.339       0.260      0.339         0.007         7912          128
2031-03-14       0.276      0.410       0.277      0.408         0.006         7999          128
2031-03-15       0.243      0.341       0.243      0.339         0.004         7874          128
2031-03-16       0.250      0.388       0.251      0.386         0.004         8201          128
2031-03-17       0.280      0.448       0.280      0.447         0.003         8579          128
2031-03-18       0.281      0.364       0.279      0.362         0.002         8627          128
2031-03-19       0.338      0.437       0.335      0.436         0.001         8477          128
2031-03-20       0.428      0.627       0.425      0.625         0.004         8428          128
2031-03-21       0.428      0.684       0.425      0.681         0.000         8707          128
2031-03-22       0.456      0.759       0.453      0.755         0.000         8372          128
2031-03-23       0.408      0.635       0.404      0.633         0.000         8354          128
2031-03-24       0.450      0.613       0.446      0.611         0.001         8145          128
2031-03-25       0.465      0.731       0.460      0.729         0.000         8025          128
2031-03-26       0.622      0.989       0.616      0.986         0.000         7826          128
2031-03-27       0.612      1.088       0.606      1.084         0.003         8028          128
2031-03-28       0.792      1.581       0.785      1.574         0.003         8298          128
2031-03-29       0.528      1.123       0.524      1.118         0.007         8630          128
2031-03-30       0.423      0.748       0.420      0.745         0.012         8651          128
2031-03-31       0.601      1.292       0.596      1.286         0.045         8645          128
2031-04-01       0.805      1.609       0.798      1.602         0.093         8369          128
2031-04-02       0.920      1.673       0.913      1.666         0.131         8008          128
2031-04-03       1.179      2.054       1.170      2.046         0.187         7755          128
2031-04-04       1.551      2.335       1.538      2.326         0.090         7778          128
2031-04-05       1.829      2.943       1.815      2.932         0.092         7758          128
2031-04-06       1.539      2.306       1.527      2.298         0.051         7886          128
2031-04-07       1.617      2.493       1.605      2.483         0.042         7603          128
2031-04-08       1.935      2.888       1.918      2.878         0.042         7486          128
2031-04-09       1.922      2.969       1.905      2.958         0.040         7445          128
2031-04-10       1.223      1.992       1.212      1.985         0.065         7483          128
2031-04-11       1.001      1.769       0.992      1.762         0.016         7755          128
2031-04-12       1.050      1.737       1.042      1.731         0.016         8121          128
2031-04-13       1.318      1.845       1.307      1.839         0.015         7961          128
2031-04-14       1.455      1.950       1.444      1.944         0.017         7849          128
2031-04-15       1.813      2.523       1.799      2.515         0.013         7815          128
2031-04-16       1.163      2.135       1.154      2.126         0.037         8065          128
2031-04-17       1.633      2.650       1.622      2.639         0.000         8702          128
2031-04-18       2.037      3.456       2.019      3.443         0.001         8432          128
2031-04-19       2.135      3.595       2.116      3.582         0.001         7967          128
2031-04-20       1.614      2.503       1.602      2.494         0.000         8034          128
2031-04-21       1.681      2.311       1.668      2.303         0.000         8192          128
2031-04-22       2.013      2.773       2.003      2.762         0.000         8207          128
2031-04-23       2.197      3.437       2.186      3.422         0.001         7971          128
2031-04-24       2.225      3.519       2.220      3.503         0.004         8021          128
2031-04-25       1.948      2.914       1.942      2.902         0.000         8121          128
2031-04-26       1.551      2.628       1.538      2.618         0.000         8528          128
2031-04-27       1.534      2.548       1.520      2.539         0.002         8768          128
2031-04-28       1.879      3.082       1.863      3.070         0.004         8416          128
2031-04-29       1.882      3.001       1.866      2.990         0.007         8464          128
2031-04-30       1.737      2.662       1.724      2.652         0.022         8412          128
2031-05-01       1.335      2.027       1.325      2.019         0.062         8333          128
2031-05-02       1.676      2.847       1.665      2.835         0.046         8213          128
2031-05-03       2.152      3.640       2.136      3.626         0.035         8322          128
2031-05-04       1.919      3.365       1.903      3.352         0.031         8447          128
2031-05-05       2.606      4.152       2.586      4.137         0.033         8209          128
2031-05-06       2.722      3.509       2.700      3.498         0.099         7967          128
2031-05-07       3.210      3.823       3.190      3.811         0.061         7888          128
2031-05-08       3.974      4.359       3.943      4.349         0.056         7940          128
2031-05-09       4.287      5.076       4.256      5.061         0.010         7721          128
2031-05-10       4.442      5.954       4.418      5.932         0.001         7956          128
2031-05-11       5.667      6.648       5.640      6.625         0.001         7543          128
2031-05-12       5.688      5.825       5.657      5.811         0.002         7596          128
2031-05-13       4.352      4.747       4.341      4.735         0.003         7577          128
2031-05-14       4.204      4.570       4.180      4.557         0.007         7400          128
2031-05-15       4.046      4.821       4.027      4.805         0.007         7797          128
2031-05-16       3.843      4.838       3.820      4.822         0.002         8148          128
2031-05-17       3.120      4.469       3.092      4.456         0.004         8257          128
2031-05-18       3.134      5.001       3.107      4.983         0.002         8288          128
2031-05-19       3.291      4.534       3.259      4.522         0.001         8174          128
2031-05-20       3.782      4.708       3.750      4.696         0.001         8100          128
2031-05-21       3.680      4.718       3.650      4.704         0.003         8218          128
2031-05-22       4.016      5.115       3.995      5.099         0.008         7945          128
2031-05-23       3.920      5.029       3.899      5.013         0.001         8152          128
2031-05-24       3.647      4.853       3.614      4.840         0.002         8168          128
2031-05-25       3.064      4.342       3.040      4.327         0.003         8205          128
2031-05-26       3.406      5.142       3.376      5.125         0.003         8451          128
2031-05-27       3.685      5.163       3.648      5.150         0.020         8484          128
2031-05-28       3.261      4.716       3.228      4.703         0.012         8589          128
2031-05-29       3.681      6.024       3.644      6.005         0.000         8625          128
2031-05-30       4.114      5.714       4.074      5.700         0.000         8392          128
2031-05-31       5.375      6.062       5.325      6.053         0.031         7937          128
2031-06-01       5.368      5.494       5.328      5.483         0.048         8112          128
2031-06-02       4.184      4.764       4.198      4.746         0.297         8051          128
2031-06-03       4.188      5.087       4.214      5.089         0.207         8075          128
2031-06-04       4.529      5.116       4.574      5.122         0.243         8041          128
2031-06-05       4.508      5.423       4.553      5.424         0.105         8083          128
2031-06-06       4.946      5.642       4.971      5.634         0.004         7825          128
2031-06-07       4.583      5.098       4.599      5.090         0.008         7938          128
2031-06-08       3.525      4.641       3.551      4.647         0.035         8373          128
2031-06-09       4.069      5.656       4.109      5.688         0.016         8408          128
2031-06-10       4.585      5.635       4.617      5.658         0.005         8306          128
2031-06-11       4.958      5.278       4.916      5.268         0.042         8086          128
2031-06-12       5.993      6.348       5.969      6.322         0.115         7844          128
2031-06-13       6.702      7.053       6.689      7.029         0.105         7876          128
2031-06-14       6.331      6.433       6.341      6.435         0.108         7649          128
2031-06-15       6.085      6.291       6.081      6.288         0.089         7509          128
2031-06-16       6.159      6.533       6.171      6.539         0.119         7712          128
2031-06-17       6.486      7.681       6.484      7.657         0.003         7945          128
2031-06-18       6.336      7.320       6.313      7.291         0.046         7902          128
2031-06-19       5.546      5.834       5.528      5.823         0.001         7871          128
2031-06-20       5.555      5.869       5.530      5.849         0.003         7882          128
2031-06-21       6.721      6.026       6.682      6.010         0.002         7734          128
2031-06-22       7.309      6.607       7.317      6.592         0.000         7637          128
2031-06-23       7.484      7.291       7.496      7.278         0.000         7463          128
2031-06-24       7.286      6.418       7.293      6.394         0.000         7388          128
2031-06-25       7.198      6.873       7.220      6.850         0.000         7496          128
2031-06-26       6.649      6.469       6.646      6.454         0.000         7387          128
2031-06-27       7.527      6.336       7.512      6.312         0.000         7429          128
2031-06-28       8.049      7.363       8.025      7.340         0.000         7321          128
2031-06-29       6.981      7.731       6.990      7.698         0.000         7854          128
2031-06-30       6.998      7.821       7.067      7.815         0.000         8165          128
2031-07-01       7.419      7.813       7.470      7.794         0.000         7973          131
2031-07-02       6.646      6.826       6.712      6.828         0.000         7834          131
2031-07-03       5.508      6.836       5.553      6.838         0.000         7952          131
2031-07-04       5.234      6.692       5.257      6.687         0.000         8273          131
2031-07-05       5.413      6.251       5.402      6.238         0.000         8201          131
2031-07-06       5.999      6.762       6.012      6.739         0.000         7942          131
2031-07-07       7.036      7.866       7.101      7.868         0.000         8069          131
2031-07-08       6.521      7.269       6.605      7.291         0.000         7946          131
2031-07-09       6.645      7.721       6.693      7.754         0.000         7933          131
2031-07-10       5.277      6.353       5.232      6.336         0.000         7932          131
2031-07-11       4.342      5.566       4.308      5.549         0.001         8166          131
2031-07-12       4.790      6.680       4.745      6.661         0.005         8392          131
2031-07-13       5.212      6.851       5.160      6.835         0.006         8060          131
2031-07-14       4.019      5.005       3.989      4.990         0.005         8376          131
2031-07-15       4.401      4.820       4.395      4.802         0.007         8245          131
2031-07-16       5.127      6.001       5.103      5.980         0.000         8277          131
2031-07-17       3.482      5.176       3.453      5.157         0.002         8374          131
2031-07-18       2.730      4.126       2.707      4.111         0.002         8593          131
2031-07-19       2.774      3.689       2.758      3.675         0.003         8670          131
2031-07-20       3.436      4.483       3.429      4.466         0.004         8333          131
2031-07-21       3.655      4.862       3.672      4.850         0.004         8325          131
2031-07-22       2.524      3.354       2.550      3.388         0.004         8619          131
2031-07-23       3.051      3.897       3.025      3.886         0.001         8357          131
2031-07-24       3.398      4.227       3.371      4.215         0.001         8220          131
2031-07-25       4.411      5.225       4.385      5.207         0.002         8662          131
2031-07-26       4.543      5.664       4.519      5.644         0.002         8454          131
2031-07-27       4.331      5.540       4.306      5.522         0.002         8521          131
2031-07-28       4.382      5.016       4.340      5.007         0.001         8178          131
2031-07-29       3.805      4.853       3.767      4.842         0.000         8120          131
2031-07-30       3.536      4.702       3.508      4.687         0.001         8302          131
2031-07-31       4.423      5.492       4.405      5.473         0.002         8307          131
2031-08-01       5.465      5.642       5.431      5.627         0.001         7806          131
2031-08-02       6.063      5.398       6.036      5.388         0.001         7579          131
2031-08-03       6.427      6.143       6.398      6.125         0.001         7300          131
2031-08-04       6.559      5.841       6.507      5.834         0.001         7543          131
2031-08-05       5.947      6.176       5.892      6.167         0.000         7800          131
2031-08-06       4.649      5.452       4.613      5.435         0.000         8134          131
2031-08-07       3.851      5.019       3.844      5.002         0.000         8498          131
2031-08-08       3.763      5.303       3.736      5.284         0.000         8328          131
2031-08-09       4.248      5.525       4.213      5.507         0.000         8206          131
2031-08-10       5.057      5.963       5.018      5.946         0.000         8242          131
2031-08-11       6.206      6.032       6.185      6.008         0.000         7721          131
2031-08-12       6.908      5.764       6.887      5.742         0.000         7274          131
2031-08-13       7.027      6.123       7.043      6.098         0.000         7017          131
2031-08-14       6.858      6.405       6.879      6.388         0.000         7241          131
2031-08-15       6.601      7.131       6.548      7.115         0.000         7440          131
2031-08-16       4.862      5.777       4.831      5.758         0.000         8068          131
2031-08-17       4.252      5.521       4.235      5.499         0.000         8268          131
2031-08-18       4.316      4.950       4.314      4.932         0.000         8209          131
2031-08-19       5.518      5.320       5.512      5.304         0.000         7846          131
2031-08-20       5.832      5.784       5.848      5.770         0.000         7750          131
2031-08-21       6.179      5.322       6.193      5.314         0.000         7320          131
2031-08-22       5.384      5.318       5.415      5.311         0.000         7777          131
2031-08-23       4.686      6.150       4.719      6.133         0.000         7774          131
2031-08-24       3.894      5.634       3.900      5.616         0.000         8021          131
2031-08-25       4.190      4.775       4.191      4.762         0.000         7882          131
2031-08-26       4.180      5.979       4.149      5.956         0.000         8009          131
2031-08-27       4.659      6.175       4.620      6.156         0.000         8323          131
2031-08-28       3.529      5.168       3.500      5.150         0.000         8365          131
2031-08-29       3.936      5.469       3.910      5.447         0.000         8154          131
2031-08-30       3.518      5.135       3.510      5.112         0.000         8376          131
2031-08-31       3.287      4.528       3.299      4.510         0.000         8398          131
2031-09-01       4.508      6.076       4.518      6.052         0.000         8378          131
2031-09-02       4.085      6.263       4.059      6.241         0.000         8270          131
2031-09-03       4.814      7.044       4.780      7.015         0.000         8221          131
2031-09-04       6.589      6.221       6.577      6.193         0.000         7636          131
2031-09-05       5.536      5.758       5.520      5.733         0.000         7348          131
2031-09-06       6.264      6.733       6.213      6.718         0.000         7604          131
2031-09-07       6.510      7.702       6.461      7.680         0.000         7835          131
2031-09-08       6.459      6.573       6.417      6.558         0.000         7741          131
2031-09-09       5.115      5.885       5.102      5.875         0.000         7959          131
2031-09-10       4.110      5.972       4.093      5.950         0.000         8356          131
2031-09-11       3.533      5.443       3.525      5.425         0.000         8238          131
2031-09-12       2.530      3.532       2.515      3.518         0.000         8411          131
2031-09-13       2.254      3.449       2.238      3.436         0.000         8488          131
2031-09-14       1.733      2.585       1.726      2.574         0.000         8745          131
2031-09-15       2.367      3.146       2.360      3.132         0.000         8823          131
2031-09-16       3.980      4.675       3.973      4.658         0.000         8492          131
2031-09-17       3.805      4.172       3.809      4.156         0.000         8188          131
2031-09-18       3.838      4.558       3.836      4.538         0.000         8257          131
2031-09-19       3.088      4.377       3.079      4.366         0.000         8317          131
2031-09-20       3.514      5.474       3.480      5.456         0.000         8211          131
2031-09-21       3.648      4.993       3.614      4.979         0.000         7913          131
2031-09-22       3.928      5.426       3.890      5.411         0.000         8011          131
2031-09-23       3.568      4.777       3.538      4.762         0.000         8016          131
2031-09-24       2.656      4.303       2.634      4.286         0.000         8026          131
2031-09-25       2.977      4.393       2.954      4.377         0.000         8386          131
2031-09-26       2.261      3.732       2.248      3.717         0.000         8649          131
2031-09-27       1.500      3.082       1.493      3.068         0.000         8861          131
2031-09-28       1.525      3.784       1.519      3.766         0.000         9290          131
2031-09-29       1.569      3.055       1.568      3.043         0.000         8917          131
2031-09-30       1.444      2.578       1.446      2.568         0.000         8844          131
2031-10-01       0.837      1.728       0.845      1.727         0.000         9140          131
2031-10-02       0.771      1.409       0.788      1.417         0.000         9152          131
2031-10-03       0.896      1.454       0.912      1.470         0.000         8918          131
2031-10-04       0.841      1.818       0.845      1.814         0.000         9248          131
2031-10-05       0.819      2.340       0.812      2.329         0.000         8912          131
2031-10-06       0.862      1.920       0.856      1.911         0.000         8499          131
2031-10-07       0.963      2.046       0.956      2.037         0.000         8128          131
2031-10-08       1.217      2.587       1.209      2.576         0.000         8338          131
2031-10-09       1.324      2.871       1.314      2.858         0.000         8769          131
2031-10-10       1.290      2.673       1.281      2.661         0.000         8341          131
2031-10-11       0.964      2.133       0.958      2.124         0.000         8597          131
2031-10-12       0.834      1.824       0.830      1.815         0.000         8709          131
2031-10-13       1.146      2.492       1.137      2.481         0.000         8778          131
2031-10-14       1.300      2.672       1.288      2.660         0.000         8785          131
2031-10-15       1.267      2.638       1.259      2.626         0.000         8842          131
2031-10-16       1.576      2.976       1.565      2.963         0.000         8834          131
2031-10-17       1.419      2.302       1.410      2.293         0.000         8518          131
2031-10-18       1.380      3.217       1.371      3.202         0.000         8237          131
2031-10-19       0.674      2.087       0.669      2.077         0.000         8716          131
2031-10-20       0.498      1.660       0.497      1.652         0.000         9074          131
2031-10-21       0.342      0.915       0.341      0.911         0.000         9153          131
2031-10-22       0.422      1.172       0.423      1.167         0.000         9027          131
2031-10-23       0.541      1.572       0.543      1.565         0.000         9011          131
2031-10-24       0.506      1.319       0.508      1.313         0.000         9264          131
2031-10-25       0.564      1.571       0.564      1.563         0.000         9408          131
2031-10-26       0.414      1.092       0.414      1.086         0.000         9327          131
2031-10-27       0.318      1.028       0.318      1.023         0.000         9713          131
2031-10-28       0.352      0.898       0.350      0.893         0.000         9573          131
2031-10-29       0.363      1.018       0.363      1.014         0.000         9737          131
2031-10-30       0.351      0.902       0.352      0.898         0.000         9705          131
2031-10-31       0.443      1.026       0.444      1.022         0.000         9422          131
2031-11-01       0.460      1.233       0.460      1.228         0.000         9139          131
2031-11-02       0.336      0.770       0.335      0.767         0.000         8842          131
2031-11-03       0.305      0.694       0.305      0.691         0.000         8917          131
2031-11-04       0.317      0.674       0.315      0.671         0.000         8839          131
2031-11-05       0.279      0.627       0.276      0.625         0.000         8986          131
2031-11-06       0.251      0.503       0.248      0.501         0.000         9064          131
2031-11-07       0.323      0.606       0.321      0.603         0.000         8896          131
2031-11-08       0.445      0.824       0.442      0.820         0.000         8901          131
2031-11-09       0.384      0.750       0.382      0.747         0.000         8793          131
2031-11-10       0.349      0.688       0.348      0.684         0.000         8749          131
2031-11-11       0.315      0.503       0.314      0.501         0.000         8344          131
2031-11-12       0.297      0.532       0.295      0.530         0.000         8246          131
2031-11-13       0.216      0.391       0.215      0.389         0.000         8588          131
2031-11-14       0.144      0.280       0.143      0.279         0.000         8923          131
2031-11-15       0.125      0.243       0.125      0.242         0.000         8993          131
2031-11-16       0.168      0.377       0.170      0.375         0.000         8708          131
2031-11-17       0.165      0.282       0.165      0.281         0.000         8529          131
2031-11-18       0.166      0.279       0.165      0.278         0.000         8340          131
2031-11-19       0.192      0.361       0.191      0.360         0.000         8401          131
2031-11-20       0.182      0.336       0.180      0.335         0.000         8565          131
2031-11-21       0.185      0.294       0.185      0.293         0.000         8503          131
2031-11-22       0.223      0.436       0.223      0.434         0.000         8281          131
2031-11-23       0.279      0.697       0.279      0.694         0.000         7975          131
2031-11-24       0.296      0.652       0.297      0.649         0.000         7839          131
2031-11-25       0.283      0.499       0.283      0.496         0.000         7686          131
2031-11-26       0.280      0.433       0.280      0.431         0.000         7575          131
2031-11-27       0.246      0.349       0.245      0.348         0.000         7355          131
2031-11-28       0.197      0.228       0.197      0.227         0.000         7494          131
2031-11-29       0.169      0.242       0.169      0.241         0.000         8112          131
2031-11-30       0.163      0.281       0.162      0.280         0.000         8585          131
2031-12-01       0.175      0.294       0.174      0.293         0.000         8566          131
2031-12-02       0.150      0.146       0.150      0.146         0.000         8629          131
2031-12-03       0.125      0.149       0.126      0.148         0.000         9068          131
2031-12-04       0.114      0.150       0.115      0.150         0.000         9490          131
2031-12-05       0.115      0.161       0.116      0.160         0.000         9385          131
2031-12-06       0.114      0.151       0.115      0.150         0.000         9100          131
2031-12-07       0.130      0.198       0.131      0.197         0.000         8895          131
2031-12-08       0.161      0.231       0.162      0.230         0.000         8561          131
2031-12-09       0.125      0.364       0.126      0.363         0.000         8916          131
2031-12-10       0.140      0.252       0.142      0.252         0.000         8956          131
2031-12-11       0.121      0.170       0.123      0.170         0.000         8828          131
2031-12-12       0.104      0.115       0.106      0.116         0.000         9257          131
2031-12-13       0.123      0.182       0.124      0.182         0.000         9070          131
2031-12-14       0.107      0.104       0.109      0.105         0.000         8942          131
2031-12-15       0.106      0.090       0.108      0.090         0.000         8724          131
2031-12-16       0.111      0.119       0.114      0.124         0.000         9009          131
2031-12-17       0.084      0.128       0.084      0.128         0.000         9380          131
2031-12-18       0.079      0.116       0.080      0.116         0.000         9434          131
2031-12-19       0.071      0.115       0.073      0.118         0.000         9886          131
2031-12-20       0.077      0.109       0.078      0.109         0.000         9709          131
2031-12-21       0.084      0.112       0.084      0.111         0.000         9622          131
2031-12-22       0.087      0.100       0.087      0.099         0.000         9576          131
2031-12-23       0.098      0.117       0.098      0.117         0.000         9298          131
2031-12-24       0.121      0.181       0.121      0.180         0.000         9040          131
2031-12-25       0.153      0.321       0.152      0.319         0.000         8945          131
2031-12-26       0.126      0.246       0.126      0.245         0.000         8599          131
2031-12-27       0.140      0.259       0.140      0.257         0.000         8483          131
2031-12-28       0.131      0.169       0.130      0.168         0.000         8476          131
2031-12-29       0.100      0.105       0.100      0.105         0.000         8817          131
2031-12-30       0.100      0.097       0.100      0.097         0.000         8939          131
2031-12-31       0.132      0.123       0.132      0.122         0.000         8679          131

Visualization: Maximum Value Difference¶

Plotting the timestep with the greatest maximum absolute difference in values.

In [7]:
plot_max_value_differences(ds_ref, ds_new, comparison_results, variables, gdf, bounds)
FFMC: Plotting timestep with maximum value difference
  Time: 2031-06-04 12:00:00
  Max absolute difference: 51.852226
DMC: Plotting timestep with maximum value difference
  Time: 2031-06-02 12:00:00
  Max absolute difference: 0.308185
DC: Plotting timestep with maximum value difference
  Time: 2031-06-10 12:00:00
  Max absolute difference: 0.000031
ISI: Plotting timestep with maximum value difference
  Time: 2031-04-03 12:00:00
  Max absolute difference: 0.934124
BUI: Plotting timestep with maximum value difference
  Time: 2031-06-11 12:00:00
  Max absolute difference: 0.345842
FWI: Plotting timestep with maximum value difference
  Time: 2031-06-02 12:00:00
  Max absolute difference: 0.297061
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Visualization: Maximum NaN Pattern Difference¶

Plotting the timestep with the greatest number of NaN pattern changes.

In [8]:
plot_max_nan_differences(ds_ref, ds_new, comparison_results, variables, gdf, bounds)
FFMC: Plotting timestep with maximum NaN changes
  Time: 2031-07-01 12:00:00
  NaN changes: 131
DMC: Plotting timestep with maximum NaN changes
  Time: 2031-01-01 12:00:00
  NaN changes: 0
DC: Plotting timestep with maximum NaN changes
  Time: 2031-01-01 12:00:00
  NaN changes: 0
ISI: Plotting timestep with maximum NaN changes
  Time: 2031-07-01 12:00:00
  NaN changes: 131
BUI: Plotting timestep with maximum NaN changes
  Time: 2031-01-01 12:00:00
  NaN changes: 0
FWI: Plotting timestep with maximum NaN changes
  Time: 2031-07-01 12:00:00
  NaN changes: 131
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In [9]:
print(generate_qc_summary(comparison_results, variables))
## QC Summary

### FFMC
- **Total timesteps analyzed:** 365
- **Timesteps with differences:** 365
- ⚠️ **Differences detected**
  - Maximum value difference: 51.852226 on 2031-06-04
  - Maximum NaN changes: 131 cells on 2031-07-01
  - Total value differences: 996641 across all timesteps
  - Total NaN pattern changes: 39859 across all timesteps

### DMC
- **Total timesteps analyzed:** 365
- **Timesteps with differences:** 328
- ⚠️ **Differences detected**
  - Maximum value difference: 0.308185 on 2031-06-02
  - Maximum NaN changes: 0 cells on 2031-01-01
  - Total value differences: 4483 across all timesteps
  - Total NaN pattern changes: 0 across all timesteps

### DC
- **Total timesteps analyzed:** 365
- **Timesteps with differences:** 346
- ⚠️ **Differences detected**
  - Maximum value difference: 0.000031 on 2031-06-10
  - Maximum NaN changes: 0 cells on 2031-01-01
  - Total value differences: 34075 across all timesteps
  - Total NaN pattern changes: 0 across all timesteps

### ISI
- **Total timesteps analyzed:** 365
- **Timesteps with differences:** 365
- ⚠️ **Differences detected**
  - Maximum value difference: 0.934124 on 2031-04-03
  - Maximum NaN changes: 131 cells on 2031-07-01
  - Total value differences: 2991716 across all timesteps
  - Total NaN pattern changes: 39859 across all timesteps

### BUI
- **Total timesteps analyzed:** 365
- **Timesteps with differences:** 328
- ⚠️ **Differences detected**
  - Maximum value difference: 0.345842 on 2031-06-11
  - Maximum NaN changes: 0 cells on 2031-01-01
  - Total value differences: 15403 across all timesteps
  - Total NaN pattern changes: 0 across all timesteps

### FWI
- **Total timesteps analyzed:** 365
- **Timesteps with differences:** 365
- ⚠️ **Differences detected**
  - Maximum value difference: 0.297061 on 2031-06-02
  - Maximum NaN changes: 131 cells on 2031-07-01
  - Total value differences: 3023603 across all timesteps
  - Total NaN pattern changes: 39859 across all timesteps

In [10]:
# Clean up
ds_ref.close()
ds_new.close()
print("\nDatasets closed. Analysis complete!")
Datasets closed. Analysis complete!